{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9ab11304-ddc0-41ca-ac18-db46dcf5dd68",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#解决中文乱码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1cc3a1cf-45a4-4909-a85d-6c18c00a3185",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年份</th>\n",
       "      <th>普通高校招生数</th>\n",
       "      <th>研究生招生数</th>\n",
       "      <th>普通本（专）科招生数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021</td>\n",
       "      <td>1118.9677</td>\n",
       "      <td>117.6526</td>\n",
       "      <td>1001.3151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020</td>\n",
       "      <td>1078.1069</td>\n",
       "      <td>110.6551</td>\n",
       "      <td>967.4518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>1006.5529</td>\n",
       "      <td>91.6503</td>\n",
       "      <td>914.9026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>876.7897</td>\n",
       "      <td>85.7966</td>\n",
       "      <td>790.9931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017</td>\n",
       "      <td>842.1103</td>\n",
       "      <td>80.6103</td>\n",
       "      <td>761.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>815.3064</td>\n",
       "      <td>66.7064</td>\n",
       "      <td>748.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015</td>\n",
       "      <td>802.3055</td>\n",
       "      <td>64.5055</td>\n",
       "      <td>737.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2014</td>\n",
       "      <td>783.5323</td>\n",
       "      <td>62.1323</td>\n",
       "      <td>721.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2013</td>\n",
       "      <td>760.9381</td>\n",
       "      <td>61.1381</td>\n",
       "      <td>699.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2012</td>\n",
       "      <td>747.7673</td>\n",
       "      <td>58.9673</td>\n",
       "      <td>688.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2011</td>\n",
       "      <td>737.5168</td>\n",
       "      <td>56.0168</td>\n",
       "      <td>681.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2010</td>\n",
       "      <td>715.6177</td>\n",
       "      <td>53.8177</td>\n",
       "      <td>661.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2009</td>\n",
       "      <td>690.5953</td>\n",
       "      <td>51.0953</td>\n",
       "      <td>639.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2008</td>\n",
       "      <td>652.3422</td>\n",
       "      <td>44.6422</td>\n",
       "      <td>607.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2007</td>\n",
       "      <td>607.7612</td>\n",
       "      <td>41.8612</td>\n",
       "      <td>565.9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2006</td>\n",
       "      <td>585.8925</td>\n",
       "      <td>39.7925</td>\n",
       "      <td>546.1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2005</td>\n",
       "      <td>540.9831</td>\n",
       "      <td>36.4831</td>\n",
       "      <td>504.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2004</td>\n",
       "      <td>479.9286</td>\n",
       "      <td>32.6286</td>\n",
       "      <td>447.3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2003</td>\n",
       "      <td>409.0925</td>\n",
       "      <td>26.8925</td>\n",
       "      <td>382.2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2002</td>\n",
       "      <td>340.7611</td>\n",
       "      <td>20.2611</td>\n",
       "      <td>320.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2001</td>\n",
       "      <td>284.8197</td>\n",
       "      <td>16.5197</td>\n",
       "      <td>268.3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2000</td>\n",
       "      <td>233.4484</td>\n",
       "      <td>12.8484</td>\n",
       "      <td>220.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1999</td>\n",
       "      <td>168.9225</td>\n",
       "      <td>9.2225</td>\n",
       "      <td>159.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1998</td>\n",
       "      <td>115.6508</td>\n",
       "      <td>7.2508</td>\n",
       "      <td>108.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1997</td>\n",
       "      <td>106.3749</td>\n",
       "      <td>6.3749</td>\n",
       "      <td>100.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1996</td>\n",
       "      <td>102.5398</td>\n",
       "      <td>5.9398</td>\n",
       "      <td>96.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1995</td>\n",
       "      <td>97.7053</td>\n",
       "      <td>5.1053</td>\n",
       "      <td>92.6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1994</td>\n",
       "      <td>95.0864</td>\n",
       "      <td>5.0864</td>\n",
       "      <td>90.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1993</td>\n",
       "      <td>96.6145</td>\n",
       "      <td>4.2145</td>\n",
       "      <td>92.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1992</td>\n",
       "      <td>78.7439</td>\n",
       "      <td>3.3439</td>\n",
       "      <td>75.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1991</td>\n",
       "      <td>64.9679</td>\n",
       "      <td>2.9679</td>\n",
       "      <td>62.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1990</td>\n",
       "      <td>63.8649</td>\n",
       "      <td>2.9649</td>\n",
       "      <td>60.9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1989</td>\n",
       "      <td>62.5569</td>\n",
       "      <td>2.8569</td>\n",
       "      <td>59.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1988</td>\n",
       "      <td>70.5645</td>\n",
       "      <td>3.5645</td>\n",
       "      <td>67.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1987</td>\n",
       "      <td>65.6017</td>\n",
       "      <td>3.9017</td>\n",
       "      <td>61.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1986</td>\n",
       "      <td>61.3310</td>\n",
       "      <td>4.1310</td>\n",
       "      <td>57.2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1985</td>\n",
       "      <td>66.5871</td>\n",
       "      <td>4.6871</td>\n",
       "      <td>61.9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1984</td>\n",
       "      <td>49.8181</td>\n",
       "      <td>2.3181</td>\n",
       "      <td>47.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1983</td>\n",
       "      <td>40.6642</td>\n",
       "      <td>1.5642</td>\n",
       "      <td>39.1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1982</td>\n",
       "      <td>32.6080</td>\n",
       "      <td>1.1080</td>\n",
       "      <td>31.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1981</td>\n",
       "      <td>28.8363</td>\n",
       "      <td>0.9363</td>\n",
       "      <td>27.9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1980</td>\n",
       "      <td>28.4616</td>\n",
       "      <td>0.3616</td>\n",
       "      <td>28.1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1979</td>\n",
       "      <td>28.3110</td>\n",
       "      <td>0.8110</td>\n",
       "      <td>27.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1978</td>\n",
       "      <td>41.2708</td>\n",
       "      <td>1.0708</td>\n",
       "      <td>40.2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      年份    普通高校招生数    研究生招生数  普通本（专）科招生数\n",
       "0   2021  1118.9677  117.6526   1001.3151\n",
       "1   2020  1078.1069  110.6551    967.4518\n",
       "2   2019  1006.5529   91.6503    914.9026\n",
       "3   2018   876.7897   85.7966    790.9931\n",
       "4   2017   842.1103   80.6103    761.5000\n",
       "5   2016   815.3064   66.7064    748.6000\n",
       "6   2015   802.3055   64.5055    737.8000\n",
       "7   2014   783.5323   62.1323    721.4000\n",
       "8   2013   760.9381   61.1381    699.8000\n",
       "9   2012   747.7673   58.9673    688.8000\n",
       "10  2011   737.5168   56.0168    681.5000\n",
       "11  2010   715.6177   53.8177    661.8000\n",
       "12  2009   690.5953   51.0953    639.5000\n",
       "13  2008   652.3422   44.6422    607.7000\n",
       "14  2007   607.7612   41.8612    565.9000\n",
       "15  2006   585.8925   39.7925    546.1000\n",
       "16  2005   540.9831   36.4831    504.5000\n",
       "17  2004   479.9286   32.6286    447.3000\n",
       "18  2003   409.0925   26.8925    382.2000\n",
       "19  2002   340.7611   20.2611    320.5000\n",
       "20  2001   284.8197   16.5197    268.3000\n",
       "21  2000   233.4484   12.8484    220.6000\n",
       "22  1999   168.9225    9.2225    159.7000\n",
       "23  1998   115.6508    7.2508    108.4000\n",
       "24  1997   106.3749    6.3749    100.0000\n",
       "25  1996   102.5398    5.9398     96.6000\n",
       "26  1995    97.7053    5.1053     92.6000\n",
       "27  1994    95.0864    5.0864     90.0000\n",
       "28  1993    96.6145    4.2145     92.4000\n",
       "29  1992    78.7439    3.3439     75.4000\n",
       "30  1991    64.9679    2.9679     62.0000\n",
       "31  1990    63.8649    2.9649     60.9000\n",
       "32  1989    62.5569    2.8569     59.7000\n",
       "33  1988    70.5645    3.5645     67.0000\n",
       "34  1987    65.6017    3.9017     61.7000\n",
       "35  1986    61.3310    4.1310     57.2000\n",
       "36  1985    66.5871    4.6871     61.9000\n",
       "37  1984    49.8181    2.3181     47.5000\n",
       "38  1983    40.6642    1.5642     39.1000\n",
       "39  1982    32.6080    1.1080     31.5000\n",
       "40  1981    28.8363    0.9363     27.9000\n",
       "41  1980    28.4616    0.3616     28.1000\n",
       "42  1979    28.3110    0.8110     27.5000\n",
       "43  1978    41.2708    1.0708     40.2000"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.read_excel(\"大作业.xlsx\")\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "7fc1bce8-9791-4699-90b5-d43238309ade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "plt.title('1978年以来普通高校招生数')\n",
    "plt.bar(df1['年份'], df1['普通高校招生数'])\n",
    "plt.xlabel('人数(万人)')\n",
    "plt.ylabel('年份(年)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "7cf51000-04cc-45bd-8c41-a6215d6ec7fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "plt.title('1978年以来研究生招生数')\n",
    "plt.bar(df1['年份'], df1['普通高校招生数'])\n",
    "plt.xlabel('人数(万人)')\n",
    "plt.ylabel('年份(年)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "2dbe2907-2c8b-4a25-bb95-df00ce87685e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "plt.title('1978年以来普通本（专）科招生数')\n",
    "plt.bar(df1['年份'], df1['普通本（专）科招生数'])\n",
    "plt.xlabel('人数(万人)')\n",
    "plt.ylabel('年份(年)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2a9e0843-11c4-4599-93fd-d46abd98e2df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZuOeee2jYsGGhjdvefPNNDMNg4MCBhX4up/roo484evQoGzdu5LfffmPChAk8/vjj+Pn5ATBq1CjWr1/Pxo0bi93ETkRERERKRqGtiIiIiJwXl8vFf/7zH+6++26uvPLKYuesWLGCbt26FRm//vrrsdvtdOnShXHjxvHggw/Sv39/atas6V4lWqVKFXx9fbFarSWuyWKxuFfnQn7/2SNHjrBx40ZGjRrF+++/j9lsxuVyMWnSJB555BEmT57Mli1baNu2Lf3792fjxo3u6zmdTr766itatWrF8uXLWbZsWbErit98802+/PJL5s2bR+PGjenXrx8xMTHuGk6VmprKK6+8QtWqVd1fQ4cOxWaznfZ9FXyG/7wWwKFDh5g7dy5Wq5WcnJzTBs+Qv0HY4MGDiYuL44cffigUFAcFBTF37lw2b97MddddR3x8fJHzH374YRYvXkxOTg79+/fnjz/+YPv27WzYsAGAzMxMqlSpgp+fH6mpqaetQ0RERETOTKGtiIiIiJyXr776iv379/PKK68Uezw3N5fVq1dz1VVXFTlWt25dfvvtN4KCgnjvvfeYMWMGrVu3ZsGCBe7WB2dS0LO2uBDzVLGxsaSmpjJ69GimTp0KwNq1a7n66quZOHEiH330Ec8++yy+vr78+OOPNGrUiBtvvJEDBw4AsHPnTp555hkaNWrEpk2b6Nq1q/vadru9UO/cu+++m927d3Pffffh6+tL8+bNC9VaYObMmeTk5Lh74Bb0wU1JSSE5OZnly5eTmJhY7Mpbu93uXnm8YcMGnn76aSIjIzl58iS7d+/m5Zdf5oEHHqBVq1a8+uqrrF692n3uhg0b6NChA2vXrmXJkiXunrun6tGjBwsXLmT79u20adOG119/nZycHPdxLy8vWrVqRUpKClWrVmXRokU0aNCAP/74g6ioKDp16sSwYcNo374911xzDZs2bTrjz0dERERETsMQEREREalkjh49agDG8uXLzzp3w4YNhsvlMo4cOWJ06dLFAIwmTZoYq1evLjI3Li7OCAoKMiZPnuweO3LkSLHXjYiIMB5//PGz3n/Hjh0GYCQkJJx17t69ew0PDw+jdevWRlxcXJHjoaGhxnvvvWcsX77csFgsRseOHY25c+caLpfLPSc+Pt4YPXq0ERQUZHzyySeGYRjGqlWrDLPZbLRv397Yv39/iWru3Lmz0bBhQ+Po0aOGYRjGjz/+aAwZMsTw8/MzHnjgAeP48eOGYRjGvn37jAEDBhje3t7GO++8YxiGYWRkZBhXX321YbVajVmzZp31fiIiIiJSmMkwzrI8QURERESkgklKSqJmzZpERUXRv3//Ep/30ksv4efnx6OPPoq3t3excw4dOkTt2rVLq9Rzlp2dXWiDttM5W512ux1PT0/368WLF9OzZ89CY2ficrlISkpy9xjevn07s2fP5qGHHqJ+/frueQ6HgxdffJH77ruv0Opdp9PJxx9/zAMPPHBOLS5EREREBBTaioiIiIiIiIiIiFQg6mkrIiIiIiIiIiIiUoEotBURERERERERERGpQBTaioiIiIiIiIiIiFQgCm1FREREREREREREKhCP8i6gInC5XCQmJuLv74/JZCrvckREREREREREROQSZBgGmZmZ1KxZE7P59OtpFdoCiYmJ1KlTp7zLEBERERERERERkctAQkICtWvXPu1xhbaAv78/kP9hBQQElHM1ciEcDgfLli3j+uuvx2q1lnc5InIJ0HNFREqbnisiUtr0XBGR0qRnStnKyMigTp067jzydBTagrslQkBAgELbSs7hcODr60tAQIAeLCJSKvRcEZHSpueKiJQ2PVdEpDTpmXJxnK1FqzYiExEREREREREREalAFNqKiIiIiIiIiIiIVCAKbUVEREREREREREQqEPW0PQdOpxOHw1HeZcgZOBwOPDw8sNlsOJ3O8i6n0rFarVgslvIuQ0RERERERETksqbQtgQMwyA5OZkTJ06UdylyFoZhEBYWRkJCwlkbOkvxqlatSlhYmD4/EREREREREZFyotC2BAoC29DQUHx9fRVmVWAul4usrCyqVKmC2azuH+fCMAyys7NJSUkBIDw8vJwrEhERERERERG5PCm0PQun0+kObIODg8u7HDkLl8uF3W7H29tboe158PHxASAlJYXQ0FC1ShARERERERERKQdKtc6ioIetr69vOVcicnEU/FlX/2YRERERERERkfKh0LaE1BJBLhf6sy4iIiIiIiIiUr4U2l4G8vLyGDt2LBkZGe6x2NhYxo4dS05OzmnPs9vt5Obmntc9MzMzWbp0KYZhnNf5kN9LWERERERERERE5HKj0PYy4OHhQVZWFq+88op77IMPPiApKcndw7TAG2+8wYcffgjA9OnTadSoEfXr13d/1a5dG5PJxJAhQ3A6nUB+399//ip9amoqffv2ZcuWLYXGXS5Xkbk333yz+54FnE4n7du3Z+XKlad9XyNHjuTFF18EYOjQoZjNZjw8PKhWrRqenp54eHhgMpmYMWOG+xzDMPjjjz/cYfKPP/5IjRo1TnsPgN27dzNt2jQAzGYzJ06c4J133mHXrl2sXLmSfv36nfF8ERERERERERGRc6HQ9iJxugzW7DvOgi2HWbPvOE7X+a9ALalXXnmFiIgImjVrxrJly5g7d647fH3vvfdYsWKFO4idNWsWAG3btuVf//oXO3bs4MEHHyQhIYGFCxfSp08ftm3bRseOHRk8eDCzZ892b1L1zTffUKdOnULhbo8ePahXrx4333xzofF69erx6KOPFqrTarXi5eUFQEZGBjabDYfDwRNPPMGxY8ew2WycPHnSvVLY5XIB4OXlhbe3Ny6Xi1mzZuFyuXjzzTfp1q0bdrudvLw8GjRoUGgDua1bt3LNNdewefNm9zX+GVz/U1BQEJMnT2bTpk14eHhgs9l46623qFmzJhs3biQwMLAUfloiIiIiIiIiIiL5PMq7gMvBkugkJkbFkJRuc4+FB3rzwoBI+rYML7P7/vvf/6Zfv35kZmZy9dVXU79+faKjo9mwYQP//e9/+fbbb/nvf/9Lq1at6Nq1KwA9e/Zk3Lhxha7TuHFjDh48SL169ejfvz/Tp093B7YAd9xxB3fcccc512e32zGZTJjN+X93YLPZ6NSpE9nZ2YX6qj7zzDO4XC6qV6/Oxo0bGTlyJHPnziUvLw+TycSECRNITEwkJCSEffv20bhxY/e5NpuNoKAg9+u5c+fSr18/IiMj3eGwYRjYbPk/G5fLhc1mw9/fH6vVCsCuXbt44IEHiI+Px2w28+OPP9KnTx927drFzz//zG233ea+fk5OzllDYBERERERERERkTPRStsytiQ6iVEzNxUKbAGS022MmrmJJdFJZXr/Y8eOcc8995CdnV3kWE5ODpMnTyYgIMAdUAJMmDCBFi1a8NJLLxEWFkaHDh3Yv38/2dnZbN68mSuuuAI/Pz/Wr19f6Hq///473t7etGzZsshX1apV3at5CzzzzDPUq1ePefPmMXbsWAYPHszOnTuJj49nxowZxMfHEx8fz/Llyzl48CAbN24EYNq0aZw8eZJRo0YxadIk7HY7ISEhGIbBokWL3AE0QHZ2tnsl7IkTJ/jkk09YuXIlISEhhISEMHjwYBISEtyvq1evTmhoKJs2bXJfY8OGDezZs4eRI0eSm5vL2rVrcTqdrFq1it9//52XX36Z+vXrY7VaiYiI4OTJkxf+gxMRERERERERkcuWVtqeI8MwyHE4SzTX6TJ4YeEOimuEYAAm4MWFMXRtFILFbCpmVmE+VkuhFagl0bt3b2699VbS0tKKHIuJiWHw4MG0bdsWgNWrV/Pll1/i5+fH1KlT8fDw4Mknn2T8+PHEx8fTq1cvoqOjAbjmmmvw9PQsdD1vb29q1KjBpEmTitzrzTffLBQMA7z99ts888wz1KlThzfffJPhw4cD8NJLL/HZZ5+xbt06AgMDGTRoEF26dOH999/H29v7tO918uTJWK1Wd4/ZuLg4Tpw44e5Z+9xzzxEREcH69evdn+OKFSsYOXIk8fHxp73u6NGj+fe//03Hjh1ZtWoVXl5eXHPNNe5VvAXn1qhRg+joaPz8/E57LRERERERERERkbNRaHuOchxOIicsLZVrGUByho1WLy4r0fyYl/rg61myH1lBGOnj44PFYmHJkiVYrVY6d+6My+XC6XS6Q9KCVgFffvklV111FU899ZQ7tH311Vf56KOPyMvL48iRI9SvXx+A5OTkQi0SAOrUqcOzzz5LcnJykXruuusurrzyyiLjc+fOxeVysWbNGho2bMjGjRv56KOP+OOPPwgPz28d8eeff3LjjTcybtw43nnnnULnHz58mE8//ZT9+/czbdo0Fi9ejI+PD++//z5PPfUUd999N0FBQTgcDpo2bcqDDz6I3W7H09Oz2AC8oOVCwXtzOBwMGDCAOnXqsGDBAmrWrMkTTzzBM888Q3x8PCkpKWRnZ2O1WsnMzCzUikFEREREREREROR8KLS9RPXq1euMq0dPp0uXLu6etlarlXHjxhVaaRsbGwvkr7Q9Vdu2bbHb7We89n//+18gf4O0QYMGkZeXx6effkrjxo05dOgQ99xzDz///DMhISHs2LGDRo0akZ2dzQMPPMBHH31Es2bNANi3bx8LFiwgKioKh8NB7dq1efbZZ3nooYeoW7cuGRkZPPDAA4wYMYIqVaq438sTTzwBQLNmzdizZw9msxnDMHC5XHh45P+r4HQ6+fTTTxk5cqT7vK+++oqgoCAeffRRXnjhBRo3bsx7773HiBEj6NevH2vXrqVOnTo0aNDA3Z9XRERERERERETkfCm0PUc+VgsxL/Up0dx1cakM/2L9WedNH9GBjhFnX6HpY7Wcdc4/zZgxg4ceeojQ0NBijyclJfH999+7Wwqcyul0MmXKlNOutD1VbGwse/bsISws7Iz19O/fn9zcXODvlgmtW7emT58+OBwOatasScOGDbnjjjvo168fM2bMYOfOnbRo0cK9+vWOO+6gXr16NG7cmF69evH0008TFRXFwIEDi6z+dTqd7Nixg8jISPfYtm3b3K0d/tkeIS8vr0jNffv2JTk5mSNHjlCnTh3+7//+j8OHD3P48GF++OEHFixYQJs2bbjqqqvO+N5FRERERERERERKQqHtOTKZTCVuUdC9cXXCA71JTrcV29fWBIQFetO9cfUS9bQ9H56enlx33XUsWrSo2OOdO3c+bZ/YvLy80660bd++faH2AgUrTO12O1WqVKF169buYwkJCTz33HPula4Fc3fu3Mmzzz7LDz/8gMlk4sEHHwTyV/u2adOGxx57jPnz5zNnzpxCYewff/yBl5cXTz75pHvM19eXTp06sXr1ajIyMggICMBsNmMymYr03v3n61MVrLg91aZNm/j8889ZtWoVX3zxBd9//z0ff/wxYWFhDBkyhBYtWrB69Wr+/e9/n/a6IiIiIiIiIiIiJaXQtgxZzCZeGBDJqJmbMEGh4LYg7nxhQGSZBbaQH1AuXbqUqlWrFns8KyuryK/05+TkkJKSgsPhKLJ5GECPHj3Yvn07ISEhxd4vPDycDRs2uMeefPLJYq/zySef4OHhwQ8//FDk2Lhx47jqqqu44YYb6NmzZ6FjXl5eReaXdVuCPXv2sH79em6++Wa2bt3KlClTAAgKCqJPnz78+OOPDBgwoExrEBERERERERG5lDhdBuviUknJtBHq703HiKAyzckqEzXgLGN9W4bz4bC2hAUWXs0aFujNh8Pa0rdleJne3+Fw0KdPH06cOFHsV/v27XG5XED+KtnRo0cTHBxMu3btWLVqFSaTiZiYGHJzcxk/fjyHDh3ioYceYvbs2WzdupWTJ08CFLpG9erVad++vftr1apVVKtWzT2vYIWup6cnZrOZvLw8d1uCw4cPM2HCBAYMGMCkSZM4cOAAvXv3ZsGCBWRkZLjf16effsovv/ziXjXrcrnYsGEDQUFB1KtXj6CgIHdQXVCbw+HA4XCU6HOz2+0Yxt8x+5QpU1i2bBl79+6lXbt2jBs3jj///JN58+bx66+/EhoayjPPPHNePyMRERERERERkcvNkugkuk1ZyR2fruWJOVu449O1dJuykiXRSeVdWoWglbYXQd+W4fSODCuXvznIzc1l5cqV7l60/5SUlITNZgPy+99u27aNvXv3kp2dzbx581i+fDlz5swhJSWFnJwcxowZ4w5Ba9So4W6XUNCn1tPTs9Aq21M98MADxMfH06ZNm0LjDocDm83Gm2++yYQJExg6dCjr1q2jQYMG/Otf/+Kzzz7j+eefp1WrVsycOROTycSsWbMICQlh4MCBAGRnZ9O+ffti2yMUBLVPP/00n376abErdU9diex0OrHZbMTGxlKvXj1WrlzJ119/zR9//MHEiRO5/fbb2bZtGy+88AL79+9n5cqVeHl5cfXVV7N161Z++OEH9wZoIiIiIiIiIiJS2JLoJEbN3FSknWhyuo1RMzddlIWOFZ3JOHU54WUqIyODwMBA0tPTCQgIKHTMZrMRFxdHRETEaXu/XkrS09MJDAwsk2vbbLYzfoZ5eXlkZWWdtpVDXl5esT1nT+VyuQqFtqVhxYoVJCUlMWTIEHfge+DAAaKionjooYfcrR/S09P59ddfGTRoUKnct7xcbn/mRc7G4XDw008/0a9fv2JbvYiInCs9V0SktOm5IiKlqayfKU6XQbcpK0lKtxV7vGAPqFXjrrskWyWcKYc8lVbaSiFlFdgCZw0APTw8ThvYFhwvD7169SoyVq9ePR577LFCY4GBgZU+sBURERERERERKUvr4lJPG9hC/p5QSek21sWl0qVh8MUrrIJRT1sRERERERERERG5KFIyTx/Yns+8S5VCWxEREREREREREbkoqvqWrOVCqP/l3bJR7RFERERERERERESkzO1MyuCVRTvPOKegp23HiKCLU1QFpdBWREREREREREREyozLZTDtzzheX7Ibu9OFv7cHmbY8TOT3sC1QsO3YCwMiL8lNyM6FQlsREREREREREREpE8npNv717VZWxR4DoGezUKbc2poN8alMjIoptClZWKA3LwyIpG/L8PIqt8JQaHsJy83NxdPTE5Pp77+ZsNvteHh4YDYXbmfscDiwWov2FImLi+O1117jgw8+wGKxlHnNIiIiIiIiIiJyaVi8PYlnv9/OiWwH3lYz/7kxkrs61cVkMtG3ZTi9I8NYF5dKSqaNUP/8lgiX+wrbAtqI7BLWrVs3wsPD8fLyol69eowePZoHHniAsLAw/Pz8qF+/PtWqVaNq1arccsstxV4jJCSEWbNm8dtvv531fps2bSIjI8P9unr16ixevPis502aNInhw4cDMH78eEwmExaLBZPJhIeHhztkfvnllwudt2rVKvLy8gDYsWMHJpOJnJyc094nOTmZt956C4AGDRqwZcsWZsyYwerVq9m3bx/t2rXDZru8dyYUEREREREREblQWbl5jP12K6NmbeJEtoOWtQJY9Hh3hnWuV2hxocVsokvDYAa1qUWXhsEKbE+hlbaXsPXr1zN37ly+++47vvnmG/f4Dz/8wJw5c5gzZw6vvfYaNpuNF198kT179nD99dcXuY7VauW+++4rMn7nnXcyefJk9+v77ruPa6+91h2Menl54ePjc9r6XC4XZrMZLy8vvL29MQyDSZMm8dprr/HDDz/w1FNPERcXB0DPnj0JDg52n5uamkqPHj2YP38+gwYNwsvLCwAfHx8cDkex9wsMDGT27Nk0bNgQDw8PLBYLr7zyCosXL2bDhg14enri7X1570woIiIiIiIiInIhNh5I46m5WziYmo3JBKN6NOTJXk3w9NDa0XOh0PYS99tvv3HdddeVeP6BAwcwjPwW0Hl5eXh4/P1HJCcnxx3CDh8+vNCq2l27drFr1y4WLlxYaLWq3W53v7bb7ZjNZqpUqQLAyy+/zJQpUzAMA5fLxfTp0/nzzz9p164d+/bto1mzZu7r2Gw2goL+3jXw22+/pUWLFvTp0webzYbdbnfPs9lsWK1WHA4HPj4+7kA3JiaGO++8k5MnT2Kz2fj555/p1KkTBw4c4Oeff6ZXr17u6+fm5mK1Wou0kRARERERERERkaLynC7eWxnLf3+JxekyqFXVh6lDrqBTg+CznyxFKJEqa7+8Cr+9Xvyx317PP15GnE4nUVFRJQ5tfX19ueuuuwDYu3cvzZs3JyoqCsgPQ1u0aMFDDz1EamoqI0eO5M4773Sf+8Ybb2AYBpGRkYSEhBASEkJiYiKDBg1yvw4JCWHs2LHuc1544QWys7N59dVXeeCBB7DZbLRr1w6ABQsW0KNHD/fc7OxsAgMDgfww+a233iI2NtZ93Q4dOgAQGhpKo0aNCA0NpXr16vzwww/ua8TExLB9+3bGjRtHQkICa9euxdPTkz///JPFixfzxRdfUL9+fXx8fKhTpw579uw5j09dREREREREROTycuD4SW77eA3v/LwXp8tgUJua/PREdwW2F0ChbVkzW+CXV4oGt7+9nj9uLrvNvaZPn86hQ4do3bo13t7ejB07Frvd7l5JeyqHw0FYWBgzZszg888/p3379txyyy20b98ep9OJt7c3K1asYO/evTRr1oyEhASuuuoqANasWcNXX33FX3/9RVZWlvurZs2aLF682P3abrfz4YcfnrXuWbNmsWPHDkaMGAHAiRMn2L9/PzVq1ABg6tSpZGVlcezYMfe1t27dCkBGRgaHDh0iMzMTh8PB7bff7r7u3XffzZVXXkloaCgNGjSgatWqtGjRgh49enDo0CH2799PfHw8rVu35qeffiq00ldERERERERERAozDINvNiTQ750/2HzwBP7eHrwztA3vDL2SQJ+iG95Lyak9wrkyDHBkl3x+l0fBac8PaJ126PYUrHoLfn8Drh6bf9x+smTXsvqCqWQNmWNiYnjmmWcwm81kZWXx9ttvk5qaSuvWrd0rSOfNm4dhGBiGwcSJE4mKiuL9999n48aNzJo1i/79+9O7d2+aNm3Kf//7Xxo0aMDPP//MG2+8wbBhw/Dz82PgwIFkZ2fzySef0LJlyyItFQq4XC7y8vLw9PQstt7U1FTeffddrFYr48aN47vvvqNGjRpERUUxaNAgevbsSatWrQAIDg5mxowZeHh4uPvi/pPT6cTlchWq5f777+fo0aOsWLGC6667juHDhzNlyhQWLVoEQFxcHE2bNiUxMZGaNWuW6HMWEREREREREbkcpZ2089z321kcnQxAx4ggpg65gtrVfMu5skuDQttz5ciGyecZ6P3+Rv7X6V6fzXOJ4OlXoqk5OTm88cYbjB492j1mNpvZvn07X331FevXr+ejjz5yb0T2wgsvABASEkLNmjWpW7cukL+ZWK1atdzXMJlMPPPMM1x77bXulgQ9e/YE4LXXXuPZZ5/FYslfPex0OunZsycmkwmn00nXrl1ZtWqV+1qJiYksXLiQ6dOnc/jwYerUqcPLL7/Mtdde617l2r9/f44fP061atXc591///0A9O3bl2XLlhUKbQtCYafTyb///W8mTZrkPvbaa69RrVo1pkyZwnXXXUfnzp2ZPXs2ffr04b777uPPP/+kbt267lXCIiIiIiIiIiJS1Kq9x3j62y0cycjFw2xizPVNeOjqhljMJVtsKGen0PYS1a5dO9q1a1cotAWwWq3s3r3bHcoWMP1vBe/Ro0cZPHiwO/xMTEzkr7/+4uOPP8Zms3HixAlsNps7sD3Vv/71L/fqXoDatWszc+ZMrrnmGgzDwOFwFJo/evRoMjMzad68Od26dWPKlCls376d1q1bu4PfAk6nkx9//JF+/fq5xxYuXIjVasVkMhEbG0vjxo2x2+1kZGTg51c03B45ciSbNm3i0KFD1K1bl3nz5nHw4EHWrl1LamoqH374IREREcW+NxERERERERGRy53N4eSNpbv5fFUcAA2q+/HO7VfSqnZgOVd26VFoe66svvkrXs9VQUsEi2d+m4Srx+a3SjjXe58Hb29vDMPg2WefBeCnn37ivffeK3bugAEDGDBgAABpaWmEh4ezePFi2rdvz6+//spNN9102vsU1xahgMlkKtIaYdasWXh5efH2228TGxsL5G+GVqNGDZKTkwvNrV+/fpHzT9dqAcBisRRpm7BgwQJ+/vlnJk2axC+//MLmzZu588476dixI3l5eYwaNYqJEyee8T2KiIiIiIiIiFyOdidn8sSczexKzgTgrk51+c+Nkfh4lt1+TZczhbbnymQqcYsCt99ezw9sr/039Hjm703ILJ75r8uQy+XCZrPx9ttvk5KSwrJly8jIyKBr165nPXfChAm0a9eO9u3bF3v8yJEj7s3BzoeXl1eRseL605ambdu2cfz4cW644QaSkpK47777gPzA+d5772XSpEnMnz+/TGsQEREREREREamInC6Dv+JS2XjMRHBcKl0ahWICpq+O57Ulu7DnuQj28+T1W1vTs/n5Z0Jydgpty1pBQFsQ2MLf3395pfDrMmC32wG45ppr2LZtGw899BBTpkwp1PvV5XK55xuGwZo1a3j55ZfZs2dPoR60FosFm82G3W4nISGBtm3bEh0dTa1atXA4HHh6errbLJyO0+nEMAz3qtw5c+awYMECrrzySiA/ZE5JSaFq1aqFzsvIyHDXmZeXh2EYWK1n34XQ4XAUWnX71FNPcd9993HTTTdRq1YtvvjiC2rXrk3NmjWZPn06bdu2ZdSoUcyaNeuMK4dFRERERERERC4lS6KTmBgVQ1K6DbDw1d4NhPp7EVzFk51J+atrr21anddvvYLq/kUX4knpKttljQIuZ+HAtkCPZ/LHXc4yvf2ff/6Jh4cH7du3x9vbm7vuuos77rjDfdxms2Gz2QBYuXIl1apVo2fPnjRt2pRNmzYRHh7untuiRQvq1atHSEgIHTp0oH///tSpU4fNmzfj7+9PYGAgVatWdX9lZWVx0003uV8HBgbi5+fHK6+84r7mokWLsNls3HXXXQBkZ2cTGhrKiRMnCn3VrVvX3RP3nXfewd/fv9C92rdvT2BgIEFBQdSrV4+goCACAgLw8/Pjjz/+AGD9+vU89dRTdOjQgVtuuYVFixaxdOlSFi9ezIgRI/juu+/4+eef2b9/Px07diQx8TzaYIiIiIiIiIiIVDJLopMYNXPT/wLbv6Vk5rIzKRMPs4mXB7Vg2vAOCmwvEpNhGEZ5F1HeMjIyCAwMJD09nYCAgELHbDYbcXFxRERE4O3tXU4VXjxz586ld+/eBAUFlXcp58XlcpGRkUFAQECRVgubN29m7dq1DBs2DH9/fyC/b+/nn3/OqFGj3JuX5ebm8sMPP3D77bdf9Porgsvtz7zI2TgcDn766Sf69etXohX+IiJno+eKiJQ2PVdE5EI4XQbdpqwsEtieqrq/F2uf7YnFfObfsJazO1MOeSr9/rcUcikHlVdeeaW7DUOBatWq8a9//avQmJeX1yX9OYiIiIiIiIiIFFgXl3rGwBbgaGYu6+JS6dIw+CJVJWqPICIiIiIiIiIicplKyTxzYHuu86R0KLQVERERERERERG5TIX6l6w1YknnSelQaCsiIiIiIiIiInKZ6hgRREgVz9MeNwHhgd50jKic+x9VVgptRURERERERERELlMZOQ4Mo/hjBduOvTAgUpuQXWQKbUVERERERERERC5DeU4Xj87exPGTdkKqeFIjwKvQ8bBAbz4c1pa+LcPLqcLLl0Lby0BeXh5jx44lIyPDPRYbG8vYsWPJyck57Xl2u53c3NyLUeJZORyOMx632WxkZmZe8HVERERERERERC4Xk3/axep9x/H1tDBrZGdWj+/JzPvac09jJzPva8+qcdcpsC0nCm0vAx4eHmRlZfHKK6+4xz744AOSkpLw8fEpNPeNN97gww8/BGD69Ok0atSI+vXru79q166NyWRiyJAhOJ3OM963YcOGLFu27ILrX7x4Mb179z7jnO+++45rr732rNfq3bs3S5YsOecaXC4X0dHRfPzxx/Tu3ZuDBw8WOv7KK68wbNiwYs/18PAgPj4em82GyWTCbDZjMpmwWCx4eHjg4eGB1WrFOOV3Efbv31/oHrfddhvjxo07Y42ffPIJ+/bt46uvvuKmm27CZrMxZswYAB555BE+//zzc37fIiIiIiIiInJp+m7jIab9GQfA1CFX0DTMH4vZRKeIINqFGHSKCFJLhHKk0PYS9sorrxAREUGzZs1YtmwZc+fOdYev7733HitWrHAHsbNmzQKgbdu2/Otf/2LHjh08+OCDJCQksHDhQvr06cO2bdvo2LEjgwcPZvbs2VgsFve98vLyitzfx8cHT8/CjawNw8DlcpX4Paxdu5ZnnnmGr776qtC40+ksFHKuWrWK/v37F7qPzWYrNAfgyy+/ZOzYsaxdu7bENTz77LMEBwfTvXt3vvnmGx544AG8vb1ZtmwZEyZMAMDLywsPD48iNRYc8/b2xmq1kpeXh8vl4oorrmDatGnk5eXxyy+/UK1aNUymvx+E7777LjfddJO7fi8vryIB+z8FBQVx++23Y7FY8PT0ZO7cuZw4cQKA3377jdq1a5f4PYuIiIiIiIjIpWtLwgme/X47AKOva6TVtBWQQttL2L///W/mz5/vXoEJEB0dzfTp0xk0aBBJSUk8/fTTzJw5kyFDhgDQs2fPIis6GzduzMGDB6lXrx5+fn588803RQJKLy8vqlSpQtWqValatSpeXl7s2LGDnj17EhgYSNWqVQkMDMTHx4e33nqrRPXbbDZGjhzJ3LlzqVu3bqFj7777LiEhIe6vjz76iHfffZfQ0FAaNmxIjRo1CAsLIyEhodB59erVY86cOdx///1nbA1xqvHjx5OUlMRDDz1E9+7dGTJkCKGhobRp04YZM2bw2WefFXuet7c3/v7+ZGdn07BhQwYPHozFYsHlchEfH0+zZs3c7zMo6O8dGPPy8pg/fz7jx48nNzcXm82Gy+UiLy8Pm82GzWYjKyuLtLQ09zm5ubkYhsHNN9/M9u3bSU5OJjY2lqZNm7J161ZiY2O5+uqrgfxVwxWl7YWIiIiIiIiIXFwpmTYenrERe56LXs1r8GSvJuVdkhRDoe1FtOPYDu5fej87ju24aPc8duwY99xzD9nZ2UWO5eTkMHnyZAICArBare7xCRMm0KJFC1566SXCwsLo0KED+/fvJzs7m82bN3PFFVfg5+fH+vXr3ec4nU6ysrI4ceIEiYmJ+Pr6UrVqVYKDg5k1axYnTpwgPT0dm83G008/XaLav/76a/r27UtkZGShcbvdzujRozl+/DjHjh1jyZIlREREcPToUVJSUti3bx8pKSmcOHGCmjVrFmnj0KJFC/r27cvs2bNLVIfVai30+RiGgcPhIDQ0lHnz5vHuu+9it9uLnOdwOMjMzCQwMJADBw6wYMECAH799VdcLhdXXnklANnZ2QQGBhZ634mJidx3333uUPrbb7/l9ddfLxRUd+vWrdC9Fi1axPr165kyZQqJiYmkpKSwe/duZsyYgdVqpXnz5oSHh+Pr68vjjz9eovcuIiIiIiIiIpeO3Dwno2ZuIjnDRqPQKrx1+xWY1QKhQlJoexEt3LeQdcnriNofddHu2bt3b2699dZCqzILxMTEMHjwYNq2bQvA6tWreeihh9x9UD08PHjyySeJjo5m6dKl1KlTh+joaKKjo+nQoUOR1gcFvvnmG7p06UKtWrW45ZZb+Prrr8+r9h9//JGhQ4cWGR84cKC7F6yHhwcdOnTgwIEDeHl54enpSUhICJ6enu5esTNmzChyjaFDh7Jo0aIS1dG8eXOCg4N566233MHppEmTmDVrFk2aNGHz5s2n/Sz+KTs7m6eeeorRo0e7z9m8eTM1atQAIC0tjWeffZapU6eSlZXl/rr99tt57rnn3K9tNhs7dvwd/lepUoVJkyZx6NAhbrrpJiIjI4mNjWXy5Mls2bKFJ598kvj4eKZNm0avXr345JNPSlSviIiIiIiIiFwaDMPgxYU72HggDX9vDz65ux3+3taznyjlwuPsU+RUhmGQk1eyX6sHSDqZxIncE5gwsThuMQA/7f+J6+tdj4FBVa+qhPuVrG+Ij4dPob6nZ7JixQpGjhyJj48PFouFJUuWYLVa6dy5My6XC6fTyfDhwwGIjIzEZrPx5ZdfctVVV/HUU08xdepUPDw8ePXVV/noo4/Iy8vjyJEj1K9fH4Dk5ORCPW0LOJ1O3njjDaZOncrTTz/NgAEDGDlyJAcOHKBevXolqr3AoUOHij1n4cKFWK1WTCYThmFQu3ZtvvnmG7p27YrL5SIjI4OAgADMZjMOhwOzuejfTdSrV69I64TTOXDgAIZh0LhxY+666y66d+9Or169eOihh3jjjTf46aefznqNX3/9FQ8PD5599lkaNWrk7oXbvn179u/f794kLCUlhUcffZSHH34Yu91+2jD4n8eio6O58cYbeeedd7Db7Xz//fcMGzaMcePG8euvv1K9enUAEhMTqVmzZonet4iIiIiIiIhcOmb+dZCv1yVgMsF7d1xJg+pVyrskOQOFtucoJy+HTrM7XdA10nLTuHfJved83l93/oWv1bdEc3v16kV8fPw536NLly7unrZWq5Vx48Yxfvx44uPj6dWrF7GxsQBcc801xZ7/8ccfExYWRp8+fXj66afx9fVl7NixjB492t0eoKQCAgLIyMhwB44FTg0rFyxYQHp6Oi1atCArKwuXy0VWVhZmsxmr1XrazbsyMjIKtSQ4mx9//JF9+/aRnp7OU089xdChQ/noo48YNWoUL730Eo0aNXLPzc3NxWKx8Oeff/Ldd9+RlZXFhx9+yOTJk5k3bx7NmjVzB97Lly8nMDDQHSw3bdqUZ599lrVr19KlSxf3vILN2yZNmoTL5XK3aCjoLRwZGcmGDRuoUqUKzZs35/fff6du3bpkZGRQu3ZtdyuI/fv306SJetWIiIiIiIiIXE7+2n+ciQvzf2P3mT7NuKZpaDlXJGej9giXuBkzZuDr60v9+vWL/fLy8jrtSlGn08mUKVOoX78+3bp148CBA+7z1q5dW2T+jh07ePHFF3n77bcLjT/66KMkJCTw4osvnlPtzZs3Z82aNWecs3HjRux2O/Xr16d27drUrVuXyMhIAgMD6d+//2nPW7t2bZFeuadjt9t57rnn6NWrF1WrVmXx4sU4HA4yMjIYPnw47dq1Y8mSJSxatIh69erx2WefsXPnTm677TaqVq2Kt7c3c+fOpVOnTkyYMMHdusHDw4Pq1atjtVrp2LFjoXt27NgRh8NBXl4eeXl53HnnnUyYMIG8vDxcLhc5OTmFNoNbs2YNrVq1Ijw8nLS0NK6++mqCgoKYP38+r7zyCjVq1GDz5s2sWrWKq666qkTvW0REREREREQqv8Mncnhk1ibyXAYDrqjJwz0alHdJUgJaaXuOfDx8+OvOv87pnF2pu4pdWftl3y9pFtTsnO59rjw9PbnuuutO27+1c+fOeHt7F3ssLy/vtCtt27dvX6hVw6FDhxg4cCAvv/wyjRs3LnQds9nMnDlzuPrqq8nOzubVV18ttrXCPw0bNoxRo0Zx5513FtviAOD555/npZdectficrkYOXIkf/31F19++WWx57hcLt555x3++9//nrUGgLFjxxIZGeluDVG7dm2WLVvGBx98QJcuXWjTpg0hISH07NmTr7/+2l1rQkICXl5evPvuu+5r+fr68v777/Pwww+7x6ZPn85nn31W6J5ms/m07xko8jPr2rUrycnJdO/enUmTJtGjRw8GDRrEHXfcAcDw4cN5+umn2b17N+3bty/R+xYRERERERGRyi3H7uShGRs4ftJOZHgAr9/SusStN6V8KbQ9RyaTqcQtCgp4e+QHbCZMGBju794e3ud8rXPl6enJ0qVLqVq1arHHC1oJnConJ4eUlBQcDgdWa9GG1D169GD79u2EhIQA+atWb7rpJh588EHq1KlDcHAw3t7epKenM2jQIAA6derE77//zo033sjJkyd5//33z1p7hw4daN68ORMmTGDSpEnFzjGZTDz++OPccccddO3alY8++ojff/+dVatWERYWVuw5EyZMoEmTJnTqdPY2Fzk5OWzdupU5c+YUWkEcFRVFcHCw+/X//d//ER0dXeiz9PLyKnK9MwWxF+rw4cN4enry5JNPEhkZydq1a92bwN1zzz2MGTOGhx56qMSbpomIiIiIiIhI5WUYBuPnbyP6cAZBfp58ck87fDzPvohOKgaFthdBkHcQwd7BhPmFMbjxYObvnU/yyWSCvIPK/N4Oh4M+ffqccaVtQb9Uu93Ok08+SXBwMO3atSMyMpLrrruOmJgYLBYL48eP59ChQzz00EOMHj2arVu30rVrV5o0acLkyZO57777ADh58iSQ35/1gw8+oGfPnu77rV27tkSrbAv897//5frrrwcoNrgt6GPbv39/goODOXToEEuWLCE0tPjeLP/5z39Yvnw5y5YtK9H9fXx8+PXXX4H8h51hGACFAlvIbyVR8DkW2LdvH99//z0ZGRnuoNTlcjFmzBjGjx/vnme322nTpo37tc1mw9PT86wBr8vlIi8vz33tWrVq8fPPP/Pdd9/x6KOP0rNnT7p27cqqVat45JFHaNu2LV999RW33norXbt2LdH7FxEREREREZHK6dM/9rNgSyIWs4n372xL7Wplu3BQSpdC24sgzC+MZbcuw2q2YjKZuK3JbThcDjwtZb/iMTc3l5UrV7p/tf+fkpKSsNlsQH7/223btrF3716ys7OZN28ey5cvZ86cOaSkpJCTk8OYMWPc4WSNGjWIjY3Fz8/PHdj+8952u73Q2D/DzrMJDAzkl19+YenSpcUer1atGh988AFTp07l22+/5ZNPPqFfv368/fbbPPjgg0Xmt2vXjueeew5f33N/UP3zvZwqJyenyPHc3FzeeustnnzySQICAgDIzs5m6tSpRdojnLryOCwsDKfTWWy4fepqX7vdTpcuXfj55585efIks2fPZtasWXh7e7N69WoaNGjAl19+yRVXXEG/fv347bff+Prrr7n++uuZPHkyTzzxxDl/BiIiIiIiIiJS8f225yivLd4FwIT+kXRpeG55jJQ/k1GwdPAylpGRQWBgIOnp6e5wrYDNZiMuLo6IiIjT9n69lKSnpxMYGFjeZZw3l8vFqlWrqFevHvXq1Svvci6qt956i27dutGhQwf32DfffEOtWrUKraxds2YNISEhRXoPF7jc/syLnI3D4eCnn36iX79+xbaMERE5V3quiEhp03NFRE4Vf+wkA/+7igxbHkPa12bKOfax1TOlbJ0phzyVVtpKIZU5sC3QunXrM/6hv1Q99dRTRcaGDBlSZKxLly4XoxwRERERERERuciycvN44KsNZNjyuLJuVV6+qaU2Hqukym5XJBEREREREREREbkoXC6DMXO3sDcli1B/Lz4a1g4vD208VlkptBUREREREREREank3l25l2UxR/C0mPn47nbUCFDLw8pMoa2IiIiIiIiIiEgltnRHMm+v2AvApJtbcmXdauVckVwohbYl5HK5yrsEkYtCf9ZFREREREREKo89RzIZM3cLAMOvqs+Q9nXKtyApFdqI7Cw8PT0xm80kJiZSvXp1PD091cC5AnO5XNjtdmw2G2az/k7iXBiGgd1u5+jRo5jNZjw9Pcu7JBERERERERE5g/RsBw9+tYGTdiddGgTz7xubl3dJUkoU2p6F2WwmIiKCpKQkEhMTy7scOQvDMMjJycHHx0fh+nny9fWlbt26Cr1FREREREREKjCny+CxrzcRfzybWlV9eP+utlgt+v/ylwqFtiXg6elJ3bp1ycvLw+l0lnc5cgYOh4Pff/+dq6++GqvVWt7lVDoWiwUPDw8F3iIiIiIiIiIV3OtLdvHH3mN4W818ck87gvz0G7OXEoW2JWQymbBarQoCKziLxUJeXh7e3t76WYmIiIiIiIjIJWnBlsN8/Pt+AN649Qpa1Aws54qktGnNtIiIiIiIiIiISCURfTidZ+ZtA2DUNQ0ZcEXNcq5IyoJW2oqIiIiIiIiIiFRQTpfBurhUUjJteHmYmbhwB7l5Lq5pWp1/Xd+0vMuTMqLQVkREREREREREpAJaEp3ExKgYktJthcZD/b14Z+iVWMzak+ZSpfYIIiIiIiIiIiIiFcyS6CRGzdxUJLAFSMnMZc2+Y+VQlVwsCm1FREREREREREQqEKfLYGJUDMZpjpuAiVExOF2nmyGVXbmGtseOHSMiIoL4+Hj3WHR0NB06dKBatWqMHTsWw/j7D99vv/1G8+bNCQkJYerUqYWuNW/ePOrVq0fNmjX5+uuvL9ZbEBERERERERERKVXr4lKLXWFbwACS0m2si0u9eEWVkR3HdnD/0vvZcWxHeZdSoZRbaHvs2DH69+9fKLDNzc1lwIABtGvXjg0bNhATE8P06dMBOHr0KAMHDuSOO+5gzZo1zJo1i19++QXID3rvuusunn/+eZYuXcqECRPYvXt3ObwrERERERERERGRC5OSefrA9nzmVWQL9y1kXfI6ovZHlXcpFUq5hbZDhw7lzjvvLDS2ePFi0tPTmTp1Kg0bNmTy5Ml8/vnnAMyaNYuaNWvy/PPP07hxYyZMmOA+9tlnn3HttdcycuRIWrVqxWOPPcaMGTMu+nsSERERERERERG5UKH+3qU6r6JJzEpkx/EdxByPYdH+RQAsjltMzPEYdhzfQWJWYjlXWP48yuvGn376KRERETzxxBPusa1bt9K5c2d8fX0BaN26NTExMe5j1157LSZT/q54HTt2ZPz48e5jN9xwg/s6HTt25KWXXjrtvXNzc8nNzXW/zsjIAMDhcOBwOErpHUp5KPj56ecoIqVFzxURKW16rohIadNzReTSc2Vtf8ICvEjOyC32uAkIC/Tiytr+pf7v/sV4pvT5rk+RsVRbKrcvut39etOdm8rs/uWppJ9ruYW2ERERRcYyMjIKjZtMJiwWC2lpaWRkZBAZGek+FhAQQGJiYrHnnXqsOK+++ioTJ04sMr5s2TJ3YCyV2/Lly8u7BBG5xOi5IiKlTc8VESlteq6IXFp6h5qYkWEmP6I9lYEB3FAjm6VLFpfZ/cvqmeI0nLS2tmabY1uxx82YGew7mJ9++qlM7l/esrOzSzSv3ELb4nh4eODl5VVozNvbm+zs7CLHCsaLO+/UY8V59tlnGTNmjPt1RkYGderU4frrrycgIKC03o6UA4fDwfLly+nduzdWq7W8yxGRS4CeKyJS2vRcEZHSpueKyKXp+NqDELsLi8mE0zDc4+GB3vz7hmb0aVGjTO5bls+UNUlreGPjG8Q74k87Z0bfGTQPal6q961ICn7j/2wqVGgbFBREdHR0obHMzEw8PT0JCgri6NGjRcYLzjvdseJ4eXkVCYcBrFar/gN3idDPUkRKm54rIlLa9FwRkdKm54rIpcPpMvhy7UEAJgxoTpMaAaRk2gj196ZjRBAW8z9X35a+0nymJGQm8Mb6N/gl4RcAgryDGNJkCB9t+wgTJgwM93cPD49L+llW0vdWoULbDh068Omnn7pfx8XFkZubS1BQEB06dGD27NnuY5s3b6ZWrVru89asWcP9999f5JiIiIiIiIiIiEhlsmLnEQ4czybQx8pt7evg61mhIrwSy3Zk89n2z/hyx5fYXXY8TB7c0fwOHr7iYbId2Xy751vC/MIY3Hgw8/fOJ/lkMkHeQeVddoVQoX7iV199NRkZGXzxxReMGDGCyZMn06tXLywWCwMHDuTRRx9lxYoV9OjRg9dff50+ffKbFt9yyy107dqVJ554goiICN59912GDRtWzu9GRERERERERETk3H3+RxwAd3WqWykDW8MwWBy3mDc3vklKdgoAXcK7MK7jOBpWbQhAgGcAy25dhtVsxWQycVuT23C4HHhaTv/b85eTCvVT9/Dw4LPPPuOOO+5g7NixmM1mfv31VwBCQkJ466236NevH1WqVKFq1apMnz4dgCuuuIInnniC9u3b4+3tTePGjXnkkUfK742IiIiIiIiIiIich60JJ1gXn4rVYuLeq+qXdznnbFfqLl7961U2pWwCoFaVWjzT4RmurXMtJlPhtg6nBrQmk0mB7SnKPbQ1TmmkDDBw4ED27dvHxo0b6dy5M8HBwe5jDz/8MH369GHXrl10796dKlWquI+98sor3HXXXRw+fJgePXqcsaetiIiIiIiIiIhIRfT5qvxVtgNa16RGgHc5V1NyabY0/rv5v8zbOw+X4cLHw4eRrUZyb4t78bIU3VtKzqzcQ9vihIWFceONNxZ7LCIigoiIiGKPRUZGEhkZWZaliYiIiIiIiIiIlInDJ3L4cXsSAPd3Lz7/qmjyXHl8s/sb3t/yPhn2DABuqH8DY9qPIcwvrJyrq7wqZGgrIiIiIiIiIiJyuflydTxOl8FVDYNpUTOwvMs5q3VJ63h13avEnogFoGm1pozvOJ72Ye3LubLKT6GtiIiIiIiIiIhIOcvKzePrvw4CMLKCr7JNykri/zb8H8sOLAMg0CuQ0VeO5pbGt2AxW8q5ukuDQlsREREREREREZFy9s36BDJz82hQ3Y9rmoSWdznFsuXZ+GLHF0zbPg2b04bZZGZIkyE8duVjBHpV/JXBlYlCWxERERERERERkXLkdBlM+zN/A7L7u0VgNpvKuaLCDMNgxcEV/N/6/yPxZCIA7Wu0Z3zH8TQNalrO1V2aFNqKiIiIiIiIiIiUo2U7kjmUlkM1XyuDr6xdrrXEHI/h88zPqX+8PleEXUFsWiyvrXuNv5L/AiDML4yn2z9Nn3p9MJkqVrh8KVFoKyIiIiIiIiIiUo4+W5W/ynZY53r4eJZvT9hFcYuIc8bx/b7vWXxwMXN2zcFpOPE0ezKi5Qjua3kfvlbfcq3xcqDQVkREREREREREpJxsOpjGxgNpeFrM3N2lXrnUkJiVSFpuGiZMLD2wFID5sfMxMADoWrMr/+n8H2r7l+8q4MuJQlsREREREREREZFy8vkf+atsB7apSai/d7nU0Oe7PkXGCgJbgD8T/1Rge5GZy7sAERERERERERGRy1FCajaLo5MAGNk9otzqeLX7q1hMxbdlsJgsvNr91YtckWilrYiIiIiIiIiISDmYvjoelwHdG4fQLCyg3OroFNaJWlVqcTDzYJFjs2+cTWRwZDlUdXnTSlsREREREREREZGLLMPmYO76BADu71Z+q2wPZBzg7sV3uwNbE6ZC36V8aKWtiIiIiIiIiIjIRfbN+gSycvNoHFqFHk2ql0sNO47v4JEVj5BqS6WmX01y8nII9wunUU4jYn1iOZJ9hCDvoHKp7XKn0FZEREREREREROQiynO6+OLPeCB/la3JdPFXta5JXMOTvzxJdl42zYOa80GvDwjwDAAnLF68mBf6vAAW8LR4XvTaRO0RRERERERERERELqolO5I5fCKHYD9Pbrqy1sW/f9wSHvn5EbLzsukU3olpfaYR4hOCp8XTHSCbTCYFtuVIK21FREREREREREQuEsMw+PSPOACGda6Ht9VyUe8/a+cspqybgoFBn/p9mNxtssLZCkihrYiIiIiIiIiIyEWy8UAaWxNO4Olh5u4u9S7afQ3D4L3N7/Hp9k8BuKPZHYzvOB6zSb+IXxEptBUREREREREREblIPvvfKtvBV9YipIrXRblnniuPl9e+zPy98wF4rM1jPNj6wXLppSslo9BWRERERERERETkIjhw/CRLY5IBuK9bxEW5py3PxjO/P8MvCb9gNpl5vvPz3Nrk1otybzl/Cm1FREREREREREQugi/+jMcwoEeT6jSp4V/m98uwZ/D4z4+zKWUTnmZPXr/6dXrW61nm95ULp9BWRERERERERESkjKXnOPhmQwIAI7uX/SrblOwUHl7xMHvT9uJv9efd696lfVj7Mr+vlA6FtiIiIiIiIiIiImVszrqDZNudNK3hT7dGIWV6r/j0eB5a/hCJJxMJ8Qnho14f0TSoaZneU0qXQlsREREREREREZEy5HC6mL46HoD7u0eU6QZg0ceieWTFI6TlplHXvy4f9/6Y2v61y+x+UjYU2oqIiIiIiIiIiJShn7YnkZRuI6SKF4Pa1Cyz+6w+vJonf32SnLwcIoMj+aDnBwT7BJfZ/aTsmMu7ABERERERERERkUuVYRh89kccAPd0qYeXh6VM7vPT/p949OdHycnLoXN4Z6b1mabAthLTSlsREREREREREZEysi4ule2H0/HyMDOsc70yucfMmJlMWT8FgBvq38Ar3V7BarGWyb3k4lBoKyIiIiIiIiIiUkY+W5W/yvaWdrUJ8vMs1WsbhsG7m9/ls+2fAXBnszsZ13EcZpN+ub6yU2grIiIiIiIiIiJSBuKOnWTFziMA3Nc1olSvnefK46U1L/F97PcAjL5yNCNbjSzTTc7k4lFoKyIiIiIiIiIiUga++DMOw4DrmoXSKLRKqV03Jy+HZ357hl8P/YrZZGZC5wnc0uSWUru+lD+FtiIiIiIiIiIiIqXsRLadbzccAmBkt9JbZZuem87jKx9nc8pmvCxevH7161xX97pSu75UDGpwISIiIiIiIiIiUspmrztIjsNJ8/AAujQMvqBr7Ti2g/uX3s/vCb8zfMlwNqdsxt/qz8e9P1Zge4nSSlsREREREREREZFSZM9z8eXqeCB/le2F9plduG8h65LXEX0smuy8bKr7VOfDXh/SNKhpKVQrFZFCWxERERERERERkVK0aFsiRzJyCfX3YsAVNc/rGolZiaTlpmHCxKL9iwDIzssm3C+c5zo9h7+nf2mWLBWMQlsREREREREREZFSYhgGn/0RB8C9V9XH0+P8upP2+a5PseNJJ5N4fOXjAGy/d/v5FSkVnnraioiIiIiIiIiIlJI1+48Tk5SBj9XCXZ3qnvd1Xu3+KhaTpdhjFpOFV7u/et7XlopPK21FRERERERERERKyef/W2V7a7vaVPX1PO/r9G/QHz8PP0b/MrrIsdk3ziYyOPK8ry0Vn1baioiIiIiIiIiIlIJ9R7P4eVcKJhOM6Fr/gq8XtT+q0GsTF7ahmVQeCm1FRERERERERERKwbRV+atsezarQYPqVS7oWsdzjvNbwm8A1A+oz/OdnycyOJJg72CCvIMuuFap2NQeQURERERERERE5AKlnrTz3aZDAIzsHnHB15u1cxZ2l50WwS2Y3W82ZrOZ25rchsPlwNNy/m0XpHLQSlsREREREREREZELNPuvA9gcLlrWCqBTxIWthD3pOMmc3XMAGNlqJGZzfoRnMpkU2F4mFNqKiIiIiIiIiIhcgNw8J1+uOQDAyG4NMJkurPfsvD3zyLRnUj+gPtfVva40SpRKRqGtiIiIiIiIiIjIBVi4JZGjmbmEBXhzY+vwC7qW3Wnnqx1fATCi5QjMJsV3lyP91EVERERERERERM6TYRh8/r8NyIZ3rY/VcmFx24/7fyQlJ4VQn1D6N+hfGiVKJaTQVkRERERERERE5Dz9GXucXcmZ+HpauKND3Qu6lstwMS16GgD3tLhH/WsvYwptRUREREREREREztNnq/YDMKR9HQJ9rRd0rV8O/kJ8Rjz+nv7c2uTW0ihPKimFtiIiIiIiIiIiIudh75FMft19FJMJRnStf0HXMgyDz6M/B2Bo06H4Wf1KoUKprBTaioiIiIiIiIiInIdpf+b3sr0+sgb1gi8sZN1wZAPbj23Hy+LFXc3vKo3ypBLzKO8CREREREREREREKguny2BdXCr7j2bx7YZDAIzs3uCCr/v59vxVtjc1uolgn+ALvp5UbgptRURERERERERESmBJdBITo2JISre5x6wWE8cycy/ourtSd/Fn4p+YTWbubXHvhZYplwC1RxARERERERERETmLJdFJjJq5qVBgC+BwGjwyaxNLopPO+9rTtk8DoE/9PtTxr3NBdcqlQaGtiIiIiIiIiIjIGThdBhOjYjDOMGdiVAxO15lmFC8hM4GlB5YCcF/L+86zQrnUKLQVERERERERERE5g3VxqUVW2J7KAJLSbayLSz3na3+540tchouutbrSLKjZBVQplxKFtiIiIiIiIiIiImeQknn6wPZ85hU4lnOMH2J/AOD+lvefa1lyCVNoKyIiIiIiIiIicgYZtrwSzQv19z6n687eOZtcZy6tQ1rTvkb78ylNLlEe5V2AiIiIiIiIiIhIRZR60s7rS3YxZ33CGeeZgLBAbzpGBJX42ln2LObsngPk97I1mUwXUqpcYhTaioiIiIiIiIiInMLpMvh63UHeWLqb9BwHAJ0igvgrLhUTFNqQrCBqfWFAJBZzyYPXeXvmkWnPpH5Afa6te22p1S6XBoW2IiIiIiIiIiIi/7P5YBoTFuxg++F0AJqF+fPyTS3pUD+IJdFJTIyKKbQpWVigNy8MiKRvy/AS38PutDMjZgaQv8rWbFIHUylMoa2IiIiIiIiIiFz2/tkKwd/Lg6evb8KwzvXwsOSHqn1bhtM7Mox1camkZNoI9c9viXAuK2wBFu1fREpOCqG+odzY4MZSfy9S+Sm0FRERERERERGRy1ZxrRBuaVub8Tc0o7q/V5H5FrOJLg2DL+B+Tr6I/gKAeyLvwdPied7XkkuXQlsREREREREREbksbT6YxvMLook+nAFA8/AAXh7Ugvb1S76h2Ln6JeEX4jPi8ff059Ymt5bZfaRyU2grIiIiIiIiIiKXleNZuby+ZDdzN/yvFYK3B0/3LtwKoSwYhsG06GkADG06FD+rX5ndSyo3hbYiIiIiIiIiInJZcLoMZq87yP+VsBVCaVufvJ7tx7bjZfHiruZ3lfn9pPJSaCsiIiIiIiIiIpe8TQfTmHCRWyH80+fRnwNwU6ObCPY5/764culTaCsiIiIiIiIiIpes41m5TFmyi282HALyWyH86/qm3NWpbpm2Qvinncd3sjpxNRaTheEthl+0+0rlpNBWREREREREREQqLafLYF1cKimZNkL9vekYEYTFbHK3QnhjyS4ybHkA3NquNuP6XpxWCP9U0Mv2+vrXU9u/9kW/v1QuCm1FRERERERERKRSWhKdxMSoGJLSbe6x8EBv7u5cj5+ik9ytECLDA3j5pha0q3fxWiGcKiEjgWUHlgFwf8v7y6UGqVwU2oqIiIiIiIiISKWzJDqJUTM3YfxjPCndxutLdwPl1wrhn6bvmI7LcNGtVjeaBjUttzqk8lBoKyIiIiIiIiIilYrTZTAxKqZIYHsqH6uFFWN6UCPA+6LVVZxjOcf4IfYHAO5reV+51iKVR/n9FYOIiIiIiIiIiMh5WBeXWqglQnFyHE72Hz15kSo6vVk7Z2F32WldvTXta7Qv73KkklBoKyIiIiIiIiIilUpCWnaJ5qVknjnYLWtZ9izm7poL5K+yNZlM5VqPVB5qjyAiIiIiIiIiIpXC0cxcpq+O44tVcSWaH+pfvq0Rvt3zLZmOTCICI7i2zrXlWotULgptRURERERERESkQos/dpJP/tjPvI2HsOe5ALCYTThdxXe1NQFhgd50jAi6iFUWZnfamREzA4ARLUZgNukX3qXkFNqKiIiIiIiIiEiFtO3QCT7+bT+Lo5MoyGfb1KnKwz0a4nIZPDp7E0ChDckKGhC8MCASi7n82hFE7YviaM5RQn1D6d+gf7nVIZWTQlsREREREREREakwDMPgj73H+Oi3fazed9w9fm3T6jzcoyEdI4LcvWE/NLdlYlRMoU3JwgK9eWFAJH1bhl/02gs4XU6m75gOwD2R92C1WMutFqmcFNqKiIiIiIiIiEi5y3O6+HF7Eh//tp+YpAwAPMwmBl5Rkwd7NKBZWECRc/q2DKd3ZBjr4lJJybQR6p/fEqE8V9gCrExYSXxGPAGeAdza5NZyrUUqJ4W2IiIiIiIiIiJSbnLsTr7ZkMCnf+znUFoOAD5WC0M71mFk9wbUqupzxvMtZhNdGgZfjFJLxDAMpm2fBsDQZkPxs/qVc0VSGSm0FRERERERERGRiy7tpJ0v18Tz5ep40rIdAAT5eTL8qvrc3bke1fw8y7nC87MueR3Rx6PxtnhzV/O7yrscqaQU2oqIiIiIiIiISKlxuowztis4lJbNZ3/EMXd9AjkOJwB1gnx4sHsDbm1XBx9PS3mVXiqmReevsr2p0U0EeQeVczVSWSm0FRERERERERGRUrEkOqnIxmDh/9sYrF6wHx//to+obUk4XQYALWoG8HCPhtzQMgwPi7m8yi41McdjWJ24GovJwr0t7i3vcqQSU2grIiIiIiIiIiIXbEl0EqNmbsL4x3hSuo2HZ24qNNatUQgP9WhAt0YhmEzlu2lYafoi+gsA+tTvQ23/2uVcjVRmCm1FREREREREROSCOF0GE6NiigS2/9SvVRijejSiVe3Ai1LXxZSQkcCyA8sAuK/lfeVcjVR2lX/duYiIiIiIiIiIlKvlMcmFWiKczt2d61+SgS3A9B3TcRkuutXqRtOgpuVdjlRyWmkrIiIiIiIiIiIllud0sftIJpsOnmDTgTQ2HkjjYGp2ic5NyTx7sFsZHcs5xg+xPwBwf8v7y7cYuSQotBURERERERERucQ5XQbr4lJJybQR6u9Nx4ggLOaS9ZI9kW1n88ETbDqYH9BuTTjBSbvzvOoI9fc+r/Mqulk7Z2F32WldvTXtarQr73LkEqDQVkRERERERETkErYkOomJUTGF2heEB3rzwoBI+rYMLzTX5TLYdzSLjQfS3CHtvqMni1zT38uDNnWr0rZuNdrVq0ar2oH0e+cPktNtxfa1NQFhgflh8aUmy57F3F1zgfxVtpfSxmpSfipkaPvZZ58xceJEjh8/TseOHZk2bRoNGjQgOjqaESNGEBsby8iRI3n99dfd/yL89ttvPPzwwxw9epTnnnuOMWPGlPO7EBEREREREREpX0uikxg1c1ORIDU53caomZuYOuQKqvt7u0PazQfTyLDlFblOgxA/rvxfQNuuXjUahVYpslL3hQGRjJq5CRMUup/plOMlXd1bmXy751syHZk0CGzANXWuKe9y5BJR4ULbffv28dJLL7FgwQJCQkKYOHEiw4cPZ/ny5QwYMIA+ffowZ84cRo8ezfTp0xkxYgRHjx5l4MCBPP3009xxxx0MHTqUK6+8kmuvvba8346IiIiIiIiISLlwugwmRsUUu/K1YOypb7YWOeZjtXBFnUD3Ktor61YjyM/zrPfr2zKcD4e1LbKqN+w0q3ovBXannRkxMwAY0XIEZpO5nCuSS0WFC203b95M586dadu2LQD33Xcft912G4sXLyY9PZ2pU6fi6+vL5MmTefTRRxkxYgSzZs2iZs2aPP/885hMJiZMmMDnn3+u0FZERERERERELlvr4lILhaenE1LFk6sahtCuXjXa1q1Gs3B/rJbzCx/7tgynd2TYeffPrWyi9kVxNOcoNXxrcGPEjeVdjlxCKlxoGxkZycqVK9myZQsRERF88MEH9O7dm61bt9K5c2d8fX0BaN26NTExMQBs3bqVa6+91t0qoWPHjowfP/6098jNzSU3N9f9OiMjAwCHw4HD4SirtyYXQcHPTz9HESkteq6ISGnTc0VESpueK/JPNoeTP/Ye57NV8SWa/9wNTRnQ+pRVsC4nDtf5bTRWoH3dACDgf5fL4wIvVyE5XU6mRU8D4K5md4ELHK7K/++hnillq6Sfa4UMbW+99VauvPJKACIiIvjrr7947bXXiIiIcM8zmUxYLBbS0tLIyMggMjLSfSwgIIDExMTT3uPVV19l4sSJRcaXLVvmDoWlclu+fHl5lyAilxg9V0SktOm5IiKlTc+Vy5vNCTFpJrammohJM2F3lXxl6/4dW/jp0OYyrO7StMO+g4PZB/Ex+eC3z4+f9v9U3iWVKj1TykZ2dnaJ5lW40HbdunVERUWxdu1amjVrxuuvv06/fv247rrr8PLyKjTX29ub7OxsPDw8Ch0rGD+dZ599ttBGZRkZGdSpU4frr7+egICA0n9TctE4HA6WL19O7969sVqt5V2OiFwC9FwRkdKm54qIlDY9Vy5f6TkOVu46ytKYI/wRexx7nst9rGagN70jQ4nalkTaSUexfW1NQFigF4/dfvUl276grOw4toPJKycDMKzFMG5ufXM5V1R69EwpWwW/8X82FS60/frrrxk6dCidOnUCYNKkSXz44YfceuutREdHF5qbmZmJp6cnQUFBHD16tMj46Xh5eRUJgAGsVqv+MF4i9LMUkdKm54qIlDY9V0SktOm5cnk4npXLspgjLI5OZnXsMfJcf8ex9YN96dsynBtahtG6diAmk4kuDUMYNXMTJigU3BZEtC8MaIG319k3GZPCvtj1Bdl52VhMFoa1GHZJ/runZ0rZKOlnWuFCW5fLxbFjx9yvMzMz3atp16xZ4x6Pi4sjNzeXoKAgOnTowOzZs93HNm/eTK1atS5q3SIiIiIiIiIiJeV0GSXerOtIho0l0cksjk5iXVwqp+S0NKlRxR3UNgvzd+/3U6Bvy3A+HNaWiVExhTYlCwv05oUBkfRtGY6UTGJWImm5aThdTn5P+B0AD7MHySeTSTqZRDWvatSsUrOcq5RLRYULbbt37869995L27ZtqVGjBp999hlhYWGMHj2aKVOm8MUXXzBixAgmT55Mr169sFgsDBw4kEcffZQVK1bQo0cPXn/9dfr06VPeb0VEREREREREpIgl0UlFQtTwf4SoCanZ7qB208EThc5vWSuAG1qG07dlGA2rVznr/fq2DKd3ZFiJQ2IpXp/vimZNuc5cbl90u/v19nu3X8yS5BJW4ULbW265hZ07d/L222+TlJREy5Yt+f7777FarXz22WfccccdjB07FrPZzK+//gpASEgIb731Fv369aNKlSpUrVqV6dOnl+v7EBERERERERH5pyXRSYyaualIj9nkdBsPz9zEoDY12X/0JNsPpxc63rZuVXdQWyfo3DdRt5hNdGkYfAGVX76cLidL4pcQ4hPCsZxjxc6xmCxM6jbpIlcml7IKF9qaTCaef/55nn/++SLHBg4cyL59+9i4cSOdO3cmOPjvh83DDz9Mnz592LVrF927d6dKlbP/TZOIiIiIiIiIyMXidBlMjIopdlOwgrEFWxIBMJugQ/0gbmgZRp+WYYQH+ly0OiWfy3Cx4sAKPtjyAfvS9wFQxVqFLEdWkbmzb5xNZHDkxS5RLmEVLrQ9m7CwMG688cZij0VERBAREXGRKxIRERERERERObt1camFWiKczshuETx8TUNCqhTdRF3KnmEY/JLwCx9s+YDdabsB8Pf0597Ie2lfoz3Dlw7HhAkDw/1dpLRVutBWRERERERERKSycboMft2dUqK5rWoHKrAtB4Zh8MfhP3h/y/vEHI8BwM/qx92Rd3N35N0EeAaQfDKZYO9gwvzCGNx4MPP3zif5ZDJB3kHlXL1cahTaioiIiIiIiIiUkYTUbL7dkMA3Gw6RnHH2VbYAof7eZVyVnMowDNYkreH9Le+z7eg2AHw8fLir+V0MbzGcQK9A99wwvzCW3boMq9mKyWTitia34XA58LR4llf5colSaCsiIiIiIiIiUopy85wsjznC3PUJrIo9hvG/354P9PHA4TTItjuLPc8EhAV60zFCqzYvlvXJ6/nv5v+yKWUTAN4Wb4Y2G8qIliNOu3r21IDWZDIpsJUyodBWRERERERERKQU7DmSydz1CczfdIi0bId7vFujEG7vUIfrW9Tgl10pjJqZHxCe2gnV9L/vLwyIxGI2IWVrc8pm3t/8Pn8l/wWAp9mTIU2HcH+r+wnxCSnn6kQU2oqIiIiIiIiInLeTuXn8uC2JOesPsungCfd4jQAvhrSvw5D2dagT5Ose79synA+HtWViVEyhTcnCAr15YUAkfVuGX8zyLzvbj27n/S3v82finwB4mD24pfEtjGw1kjC/sHKuTuRvCm1FRERERERERM6BYRhsPZTO3PUHWbglkZP/a3dgMZvo2SyUoR3rcHXj6nhYzMWe37dlOL0jw1gXl0pKpo1Q//yWCFphW3ZijsfwwZYP+O3QbwB4mDwY1GgQD7Z+kJpVapZzdSJFKbQVERERERERkcue02WcNUQ9kW3n+82Hmbs+gV3Jme7x+sG+3N6hLre0q1XiTcQsZhNdGgaX6nuQonan7uaDLR+wMmElAGaTmQENBvDQFQ9Rx79OOVcncnoKbUVERERERETksrYkOqlIu4Lw/7UruD4yjLX7jzNnfQJLdiRjz3MB4OVhpl+rcG7vUIdOEUGYTFolW552HNvB1I1TGdNuDC1CWrDvxD4+2PIByw4sA8CEiX4N+vFw64epH1i/fIsVKQGFtiIiIiIiIiJy2VoSncSomZsKbQoGkJRu4+GZmwip4smxLLt7vHl4AHd0rMOgK2oR6Gu9uMXKaS3ct5B1yeuYtXMWLlz8tP8njP/9VPvU78OoK0bRsGrDcq5SpOQU2oqIiIiIiIjIZcnpMpgYFVMksD3VsSw7VTwtDLqyFkM71KVlrQCtqq0gErMSSctNw+VysWj/IgCi9ke5j19V8yrGtBtD06Cm5VWiyHlTaCsiIiIiIiIil6Xf9hwt1BLhdN6/qy09moZehIqkJFJtqWxN2croX0afcd7qxNV83Pvji1SVSOlSaCsiIiIiIiIilzzDMDiUlsPGA2lsPJDGhgNp7ErKKNG5J3IcZVydnE6eK4/YE7FsSdnC1qNb2Xp0KwmZCWc9z2KyMKnbpItQoUjZUGgrIiIiIiIiIhWO02WwLi6VlEwbof7edIwIwmIueVsCe56L6MR0Np0S0h7NzD2vWkL9vc/rPDl3abY0th3d5g5otx/bTk5eTpF5DQMbckXoFVT3qc7H24qupp1942wigyMvRskiZUKhrYiIiIiIiIhUKEuik5gYFVOodUF4oDcvDIikb8vwYs85npWbv4r2YBqbDqSx9VA69jxXoTlWi4kWNQNpX68a7epV44o6Vbnlw9Ukp9uK7WtrAsIC8wNjOTc7ju1g6sapjGk3hhYhLYqd43Q5iT0R6w5otx7dyoGMA0XmVbFWoXX11lxR/QquqH4Fraq3IsAzAICY4zF8vO1jTJgwMNzfRSo7hbYiIiIiIiIiUmEsiU5i1MxNRWK35HQbo2Zu4sNhbbk+MozYo1lsiM9fRbvpYBpxx04WuVaQnydt6+YHtO3rV6NVrUC8rZZCc14YEMmomZswQaF7mk45fi4rfCXfwn0LWZe8jqj9Ue7QNj03vVBAu/3odrLzsoucGxEY4Q5or6h+BQ2rNsRsMhd7nyDvIIK9gwnzC2Nw48HM3zuf5JPJBHkraJfKTaGtiIiIiIiIiFQITpfBxKiYYtdJFow9MWcLVouJrFxnkTlNalShXb1qtK1bjfb1g6gf7IvJdObAtW/LcD4c1rbIyt6ws6zslaISsxJJy03DhIkl8UsA+GHvDxzKPMSetD0knUwqco6f1Y9WIa3cAW3r6q0J9Aos8T3D/MJYdusyrGYrJpOJ25rchsPlwNPiWWrvS6Q8KLQVERERERERkQphXVxqoeC0OLl5LnLzwNfTQps6VfND2nrVaFunGoG+1vO6b9+W4fSODLugHrqXs2xHNnvS9nD34ruLHDuZd5LfDv3mfl0/oL671UGb0DY0DGyIxWwpct65ODWgNZlMCmzlkqDQVkRERERERETO6kI3Bvun3DwnsSlZ7E7OZHdyJjuTM9mSkFaic8f2acpDVzfAw1L8r8yfD4vZRJeGwaV2vUuRYRikZKewO203u1J3sSt1F7tTd5OQmXDWPrJmk5l/d/w3Q5oNuUjVilRuCm1FRERERERE5IzOZ2OwAoZhcPhEDruSMtl9JJOdSRnsTs5k/7GTOF3nt2FU27rVSjWwvVyUZHOwAg6Xg/j0eHcwuyttF3tS95CWW3ywHuobSrOgZgR7B/N97PdFjn9949dEBkeWyvsQuRwotBURERERERGR0yrJxmAFwW16juN/K2cz2JWcya7kTPYkZ5KZm1fstQO8PWgWHkCzMH+ahvnTONSfx7/eREpGbrHrNk3k95rtGKFNps5HcZuDAWTaM9mTtufvgDZ1F/tO7MPushe5hsVkISIwgmZBzWharSlNg/K/Cjb+ijkew/ex32PChIHh/i4i50ahrYiIiIiIiIgUqyQbg/3r263MWXeQPUeySDxNP1qrxUTD6lX+F84G0Czcn2Zh/oQFeBfZKGziwBaMmrkJ0yn3gPzAFuCFAZHqNXsOitscbEHsAuxOO/EZ8RzMOMiR7CPFnutn9XMHs82CmtE0qCmNqjbCy+J12vsFeQcR7B1MmF8YgxsPZv7e+SSfTHaHuiJSMgptRURERERERKRYJdkYLCvXya97jrlf1wz0pll4AE3D8oPZZmEBRIT44elRsnYGfVuG8+GwtkXaMYSVsB2DFNbnuz5FxrIcWXy759tCY+F+4fmrZqv9HdDWqlILs+nc2lCE+YWx7NZlWM1WTCYTtzW5DYfLoc3BRM6RQlsRERERERERKdahtOwSzbutXW2GdKhDkxr+BPpYL/i+fVuG0zsyrFQ3PrtcOFwOtqRsYdXhVaw6vOqMc82Yub/V/dzb4l4CvQJLrYZTA1qTyaTAVuQ8KLQVERERERERETfDMNhwII1vNySwcEtiic4Z3LY2HeqX7q+/W8wmujQMLtVrXqqSspJYlbiKVYdW8VfyX5x0nHQfM2GiYdWGxJ6ILXLe1/21OZhIRaXQVkRERERERERISs9h/qbDzNt4iLhjf4d+FrMJp6v4jaS0MVj5sDvtbDyykT8P/8mqw6vYl76v0PEg7yCuqnkVXWt15aqaV5F8MpnbF92uzcFEKhGFtiIiIiIiIiKXKZvDyfKYI3y78RCr9h6lIJv19bRwY6twbmtfh+NZuTwyaxOgjcHK06HMQ6w6vIo/D//JX8l/kZOX4z5mNplpHdKarrW60r1Wd5oHNy/Ui9butGtzMJFKRqGtiIiIiIiIyGXEMAy2H07n2w2HWLDlMBm2PPexjhFB3NauNv1ahePn9XdkoI3BysaOYzuYunEqY9qNoUVIi0LHbHk2Nh7Z6O5NG58RX+h4iE8IXWt2pVutbnSp2eWMPWm1OZhI5aPQVkREREREROQycDQzlx8257c/2H0k0z1eM9CbW9rV5tZ2takX7FfsudoYrGws3LeQdcnriNofRYuQFhzIOOAOaTckb8Dm/Dskt5gstAltQ7da3ehWqxtNqjUptJr2bLQ5mEjlotBWREREREREpJJyugz+iktl4zETwXGpdGkUWihIdThdrNyVwrcbDvHr7hTy/tf/wMvDTJ8WYdzWvjZXNQwpUfiqjcFKR2JWImm5aZgwsThuMQDz9sxjxYEVHMk+UmhuqG8o3Wt1p2utrnQO74y/p395lCwi5UChrYiIiIiIiEgltCQ66ZSWBRa+2ruB8P+1LKgf4se3Gw7xw+bDHD9pd5/Tpk5Vbmtfm/6taxLoYy2/4i9jfb7rU2Qs15lbKLAd024M3Wp1o1HVRphMWs0scjlSaCsiIiIiIiJSySyJTmLUzE2FNgYDSEq38fDMTYXGqvt7MfjKWtzarjaNa2ilZnk5kHGABbELCPQKJD03vdg5FpOFSd0m0b9B/4tcnYhUNAptRURERERERCoRp8tgYlRMkcD2n/pE1mBIhzr0aFIdD0vJe59K6cmwZ7A0fikLYxey5egW97ivhy/ZedlF5s++cTaRwZEXsUIRqagU2oqIiIiIiIhUIuviUv/XEuHMhneNUA/acuB0OVmbtJYFsQtYmbCSXGcuAGaTma41uzKw0UDCfcMZtngYJkwYGO7vIiIFFNqKiIiIiIiIVBLxx07y0W+xJZqbknn2YFdKz/4T+1mwbwGL9i0iJSfFPd6oaiMGNRzEjQ1upLpvdQCSTyYT7B1MmF8YgxsPZv7e+SSfTCbIO6i8yheRCkahrYiIiIiIiEgFZhgGf8Ye54s/41i5OwWjhAsyQ/29y7YwIT03nSVxS1iwbwHbj213jwd6BdIvoh+DGg0iMiiyyGZiYX5hLLt1GVazFZPJxG1NbsPhcuBp8bzYb0FEKiiFtiIiIiIiIiIVUI7dyfzNh5j+Zzx7U7Lc49c0CWHboQzSsu3F/kK9CQgL9KZjhFZtloU8Vx6rE1ezIHYBvyT8gsPlAPI3EeteqzuDGg3i6tpXnzWAPfW4yWRSYCsihSi0FREREREREalADp/I4as18cxZl0B6Tn4g6Odp4dZ2tbn3qvo0qF6FJdFJjJq5CRMUCm4L1nO+MCASi9n0z0vLWew4toOpG6cypt0YWoS0KHRsb9peFu5byKL9iziWc8w93qRaEwY1HES/Bv0I8Qm52CWLyCVKoa2IiIiIiIhIOTMMg/XxaXzxZxxLdyTj+l8SWzfIl3uvqs9t7WsT4G11z+/bMpwPh7VlYlRMoU3JwgK9eWFAJH1bhl/st3BJWLhvIeuS1xG1P4oWIS1Is6XxU9xPLNy3kJjjMe551byqcWODGxnUaBDNgpqVY8UicqlSaCsiIiIiIiJSTmwOJ1FbE5m+Op4diRnu8a6Nghl+VQTXNQs97YrZvi3D6R0ZxprYFJb98RfXd+9El0anny/FS8xKJC03DRMmlsQvAWBB7AL2pO1h05FNOA0nAB4mD66ufTWDGg2ie63uWC3WM11WROSCKLQVERERERERuchSMmzMXHuAWX8d5PhJOwBeHmYGt63F8KsiaBrmX6LrWMwmOkUEcXynQaeIIAW256HPd32KjGU5slifvN79enzH8dwQcQNB3uoTLCIXh0JbERERERERkVLidBmsi0slJdNGqH/+ZmCnBqlbEk4w/c84ftyehMOZ3wMhPNCbe7rUZ2iHOlTz02ZUZSnVlsqu1F35X8d3sStt1xnnW0wWJnWbRP8G/S9ShSIi+RTaioiIiIiIiJSCJdFJRXrMhgd68+8bm+My4Is/49h88IT7WPt61RjRNYI+LWrgYTGXQ8WXLsMwOJx1+O+ANnUXO1N3kpKdUuz8ql5VOZF7osj47BtnExkcWcbViogUpdBWRERERERE5AItiU5i1MxNGP8YT0q38djsze7XnhYz/a8IZ8RVEbSqHXhxi6yEdhzbwdSNUxnTbgwtQloUO8fhcrD/xH52p+1m5/Gd7Erdxe7U3WQ6MoudX9e/Ls2CmtE8uDnNgprRLKgZKdkp3L7odkyYMDDc30VEyotCWxEREREREZEL4HQZTIyKOWPEZzbBY9c14u7O9anu73XRaqvsFu5byLrkdUTtj6JFSAuyHdnsSdvDztSd7E7dzc7UncSmxWJ32Yuc62H2oHHVxjQLakbToKY0D2pO06Cm+Fn9iszNc+UR7B1MmF8YgxsPZv7e+SSfTFYPWxEpNwptRURERERERC7AurjUQi0RiuMyoEuDEAW2JZCYlcjhrMMczT7Kwn0LAfh297esPLiSpJNJxZ5TxVqFpkFN3Stnmwc1p0FgA6wWa4nuGeYXxrJbl2E1WzGZTNzW5DYcLgeeFvUYFpHyodBWRERERERE5AKkZJ45sD3XeRVZSdoVlMRJx0kOZx3mcOZhEk/mh7QFYe2u1KKbg9ld9kKBbfda3f9ucVCtGbX8a2E2XVhf4FMDWpPJpMBWRMqVQlsRERERERGR85Rjd7IkOrlEc0P9vcu4mrL3z3YFp5PtyCYxK5HEk4kcyjzk/ufDWYc5nHWY9Nz087q/xWRhUrdJ9G/Q/3zfgohIpaDQVkREREREROQ8/LX/OM98t40Dx7PPOM8EhAV60zGicvZHTcxKJC03DRMmlsQvAeCn/T/RLrQdKdkpZDmy3CtnC8LZVFvqWa8b6BVIrSq1qFWlFjX9alLL/+9/zrBncO+Se4ucM/vG2UQGR5b6exQRqWgU2oqIiIiIiIicg5O5eby+ZBdfrjkAQHigN7e0rcX7v+wDKLQhmel/318YEInFbKIy6vNdnyJjablpjPltzBnP8/f0/zuUrVKz0D/X9KtJFc8qpz035ngMACZMGBju7yIilwuFtiIiIiIiIiIltDr2GOPmbyMhNQeAOzrW4dl+zQnwttKyViATo2IKbUoWFujNCwMi6dsyvLxKPm95rjzWJ6+nQ40OrD+y/rTzmgc1p12Ndvlh7P/C2ZpVahLgGXDe9w7yDiLYO5gwvzAGNx7M/L3zST6ZTJB35VytLCJyrhTaioiIiIiIiJxFVm4er/60k1l/HQSgVlUfXrulFd0bV3fP6dsynN6RYayLSyUl00aof35LhMq0wtZluNh0ZBNL4pew/MDys7Y5mNt/bpm0KwjzC2PZrcuwmq2YTCZua3IbDpdDm4OJyGVDoa2IiIiIiIjIGfyx9yjjv9vO4RP5q2uHda7L+BuaU8Wr6P+ltphNdGkYfLFLvCCGYbDt2DaWxC1hWfwyUnJS3McCvQLpVbcXzYObM2ntpIvaruDUgNZkMimwFZHLikJbERERERERkWJk2BxM/nEnc9YnAFAnyIcpt7TmqoYh5VzZhTMMg5jUGJbGLWVp/FISTya6j/lb/bmu7nX0jehLp/BOWM1Wkk8m86H3h2pXICJykSi0FREREREREfmHX3an8Nz87e7+tMOvqs/YPk3xK2Z1bWVhGAZ7T+xlSdwSlsYv5WDmQfcxXw9frqlzDX3r96Vrra5FVrWqXYGIyMVVef9rIyIiIiIiIlLK0rMdvPxjDPM2HgKgXrAvr9/Smk4NKlfLg1PtT9/P0rilLIlfwv70/e5xb4s3V9e+mr4RfeleqzveHt5nvI7aFYiIXDwKbUVERERERESAFTFHeO777aRk5mIywX1dI/jX9U3x8bSUd2lnFHM8hs8zP6f+8fpcEXYFAAmZCSyNX8qSuCXsTtvtnms1W+lWqxt96/flmjrX4Gv1La+yRUTkDBTaioiIiIiIyGUt7aSdiVE7+GFLfl/XBiF+vHFba9rVqxz9WhfFLSLOGcc3e79h87HNLIlfwo7jO9zHPUwedK7Zmb71+3Jd3evw9/Qvx2pFRKQkFNqKiIiIiIjIZWtJdDL/+SGaY1m5mE3wQPcGPNW7Cd7Wir26NjErkbTcNDJzM1m4fyGA+zuACROdwjvRt35fetbtSVXvquVUqYiInA+FtiIiIiIiInLJcroM1sWlkpJpI9Tfm44RQVjMJo5n5fLCwh0s2pYEQOPQKrx+a2uurFutnCs+O6fLSZ/v+pxxjoHBp9d/epEqEhGR0qbQVkRERP6fvfsOj6pO2zj+PdMy6aQQktA7REGKIKjIsoqoKCqrrr2sqChW1FXXVcRVseJr72V3AV0Lq+IiiorYCb1FpIWekISE9Onn/WOSkJAEAqSR3B+vc505/TkJDsnNb54jIiLSIs1bk8HUOWlk5Lsq1iVFOzm7fxKzl+1kT7EHq8Vg4shu3HpqT0JszXt07Y7CHXyy8RM+3fTpAfezGlYeOfmRRqpKREQagkJbERERERERaXHmrcngxhnLMPdbn5Hv4o0f0gHo3S6Spy88jn4dohu/wDpy+Vx8s+0b/rvhvyzKXFSxPsoRxYnJJzJvy7xqx8waO4uUuJTGLFNEROqZQlsRERERERFpUfwBk6lz0qoFtpVFhNj4ZNJJhDqa5+jatD1pzN4wm7npcyn0FALBPrXDkoYxvud4RnUaxaa9m5i3ZR4GBiZmxVxERI5+Cm1FRERERESkRUlNz63SEqEmRW4fK7bvZXj3uEaq6uDy3fl8vvlzPtn4Cety11WsTw5P5rwe53Fuj3NJjkiuWB/rjCXOGUe7sHb0KO3BxtCN7C7ZTawztinKFxGReqTQVkRERERERFqUrMIDB7aHul9DCpgBfs34lU82fMI3277BE/AAYLfYOa3TaZzf83xOSDoBi2GpdmxieCJfXfAV+OGLL75gypgpYAWH1dHYtyEiIvVMoa2IiIiIiIi0KAmRznrdryHsKtrFpxs/5ZONn7CreFfF+t4xvTm/5/mc3e1sokMO3mvXYXXgDXgBMAwDu9XeYDWLiEjjUWgrIiIiIiIiLYbL6+eTFTsOuI8BJEY7Gdq1YdoIrM1Zy/Sl05k8eDLHxB9Tsd7td7Ng2wJmb5jNrxm/VvSfjbRHcla3sxjfc7weICYiIoBCWxEREREREWkhtueWcOPMpazZWVCxzoAqj+YyyuZTzknBajFoCJ9t+ozUzFTmbJ7DMfHH8Hvu78zeMJv/pf+PfHd+xX4nJJ7A+T3P59ROp+K0Nd2oXxERaX4U2oqIiIiIiMhR75vfdnPHf1ZQ4PIRE2bn+UsGUuz2MXVOWpWHkiVGO5lyTgpnHJtUr9ffVbSLPHceBgbztswD4L8b/svPu34mPT+9Yr92Ye04r8d5nNfjPDpEdqjXGkREpOVQaCsiIiIiIiJHLX/AZPr833lpwSYABnRsw8uXDSK5TSgAo1MSSU3PJavQRUJksCVCQ4ywHfPxmGrrSnwlVQLbV057heFJw7FarPV+fRERaVkU2oqIiIiIiMhRKafIza3vLefnTXsAuPrELvztrL44bJaKfawWg+Hd4xq8lgeHPcg/fv1HRZ/ayqyGlUdOfoST25/c4HWIiEjLoNBWREREREREjjpLtuQyadYydhe4CXNYefxP/Rl3XHKj1+H2u3l/3fu8tuq1GgNbgFljZ+kBYyIickgU2oqIiIiIiMhRwzRN3v5pC9Pm/oYvYNIjIYJXLhtEz3aRjVpHwAzwRfoXvLD8BXYW7QSgY2RHthdux8DAxKyYi4iIHCqFtiIiIiIiInJUKHR5uefjVcxdnQnAOccl8/j4foSHNO6vtqkZqTyz9BnS9qQBkBCawM0Db+aExBO4dO6lJIYnMr7neGZvmE1mcSaxzthGrU9ERI5+Cm1FRERERESk2fs9s5AbZyxlc04xdqvB/Wf15aoTu2AY9f9Qsdps2ruJ6Uun8/2O7wEIt4dz7bHXcnnK5YTagg8+++qCr7Bb7BiGwYW9LsQb8OKwOhqtRhERaRkU2oqIiIiIiEiz9snyndw3ezWlXj9J0U5eumwQgzrFNNr1s0uyeWnFS/x3438JmAFsho0Lel3AxOMmEhda9SFnlQNawzAU2IqIyGFRaCsiIiIiIiLNktvn5x+fpzHj120AnNwjnucuHkBcREijXL/EW8I7a9/hn2v/SamvFIDTOp3GbYNuo0t0l0apQUREWieFtiIiIiIiItLs7MgrYdLMZazckQ/ArX/swW2n9cJqafh2CL6Aj9kbZvPyipfZ49oDQP+2/bnr+LsYmDCwwa8vIiKi0FZERERERESale9+z+L2/6xgb4mXNmF2nv3zAEb1Tmjw65qmyXfbv+PZZc+Snp8OQMfIjtw+6HZGdx7dqP1zRUSkdVNoKyIiIiIiIs2CP2Dy3DcbeOHbDZgm9O8QzUuXDqJjbFiDX3tNzhqeXvI0S3cvBaBNSBsmHjeRi3pdhN1qb/Dri4iIVKbQVkRERERERJpcbrGH295fzg8bcgC47IROPHhOCiE2a4Ned3vhdp5f9jzztswDIMQawuV9L+faftcS6Yhs0GuLiIjURqGtiIiIiIiINBp/wCQ1PZesQhcJkU6Gdo1l5Y69TJq5jIx8F067hcfO78f4QR0atI58dz6vrXqN99a9hy/gw8DgnO7ncMvAW0gMT2zQa4uIiByMQlsRERERERFpFPPWZDB1ThoZ+a6KdVFOG8UeH/4AdI0P55XLB9EnMaper7s2Zy3Tl05n8uDJ9IjpwazfZvHG6jco9BQCMDxpOJOPn0yf2D71el0REZHDpdBWREREREREGty8NRncOGMZ5n7rC1w+AAZ0bMO/rx1KpLP++8d+tukzUjNTeX7582zJ38Ku4l0A9IrpxZ2D7+TE9ifW+zVFRESOhEJbERERERERaVD+gMnUOWnVAtvKdhe4CHPU36+ou4p2kefOw8BgzuY5APy862cAYpwx/OWYv3BFyhVYLQ3bM1dERORwWA71gJycHL777js++OAD5s6dy5o1axqiLgDuuecezjnnnIrlNWvWMGTIEGJiYrj77rsxzX1/5S9cuJC+ffsSHx/P9OnTG6wmEREREREROTSp6blVWiLUJCPfRWp6br1dc8zHY7j484v58+d/rmiDUC7PlcczS59RYCsiIs1WnUPbH3/8kVNPPZXTTjuNmTNnsmLFCubNm8c999xDnz59eOyxx/B4PPVW2KpVq3j55Zd57rnnAHC73ZxzzjkMHjyYJUuWkJaWxrvvvgtAdnY248aN45JLLuGXX35h5syZLFiwoN5qERERERERkUPn8vr5dMVOHpqztk77ZxUeONg9FHcff3et26yGlWkjptXbtUREROrbQT974vF4mDRpElu2bOGZZ55hwIAB1fYpLi7mmWeeYciQIbz//vv07dv3iIoKBAJcf/313HHHHXTr1g2AL774gvz8fKZPn05YWBiPPfYYkyZN4pprrmHmzJkkJyfzwAMPYBgGDz74IG+99RajRo06ojpERERERETk0Jimycod+Xy4ZDufrdxFYVnP2rpIiHTWSw2fb/6cl1e+XOv2WWNnkRKXUi/XEhERaQgHDW1feuklOnfuzBtvvFHrPuHh4Tz44IOMHTuWe+65h88+++yIinr11VdZvXo1119/PZ999hlnnHEGK1euZNiwYYSFhQHQv39/0tLSAFi5ciWjRo3CMAwAhg4dyr333lvr+d1uN263u2K5oKAAAK/Xi9frPaLapWmVf//0fRSR+qL3FRGpb3pfkZYqu9DNJyt3MXvZLjZmF1esT452cu6AJD5cupM9RZ4a+9oaQGJ0CAM7RB7R/xvF3mIeX/w4/9vyPwB6tenF+r3rMTAwMSvmPp+vRf0/qPcVEalPek9pWHX9uhpm5cawzUBRURFdu3YlMTGR8ePH8/3331NcXMyIESNwuVy89NJLFfu2bduW9evXM2HCBIYNG8bddwc//lJcXExycjL5+fk1XuOhhx5i6tSp1dbPmjWrIhQWERERERGRA/MFYG2ewaJsg9/yDAIEB9LYDZP+cSYnJJj0jDKxGLByj8Hb68s79BmVzhL8lfQvvQIcF3f4v57u8O3gg5IPyA3kYmAwyjmKAfYBvF70OtGWaAY7BrPUs5T8QD43Rt5ItCX6sK8lIiJyuEpKSrj00kvJz88nKiqq1v3q/GjOX3/9lWHDhlVb73K56N+/P+vXrz+8Svcze/ZsiouLWbBgAfHx8fh8Pvr168fbb7/NNddcU2Vfp9NJSUkJNpuNkJCQautrc9999zF58uSK5YKCAjp27Mjpp59+wC+WNH9er5f58+czevRo7HZ7U5cjIi2A3ldEpL7pfUVagrSMAj5etos5qzPIK9k3Ymhgx2jGD2zP2H7tiHRW/fN9FjBo7W4embuOzIJ9n3xMinZy/5l9GHNMu8OqJWAG+Ndv/+LNlW/iM30khiXy6ImPMjBhIAAX+S/CbrFjGAamaeINeHFYHYd1reZK7ysiUp/0ntKwyj/xfzB1Dm0vuugitm3bBgS/effddx9PP/00DoejXr+BO3bsYNiwYcTHxwcLtNno378/69atIzs7u8q+hYWFOBwOYmNjq2wrX1+bkJCQKiFvObvdrj+MLYS+lyJS3/S+IiL1Te8r0pz4Ayap6blkFbpIiHQytGssVotRZZ/cYg+frtjJh0t2kJax7xfOhMgQxg/qwAWDO9AjIeKA1zl7QAfO7N/+oNeqq6ySLP72499YlLEIgNM7n86Dwx8kOmTfKNr9/z9z0LIC28r0viIi9UnvKQ2jrl/TOoe2oaGhFa8Nw+Dzzz/n6aefxmKxYLVaD73CWnTo0IHS0tIq67Zu3cr//d//8cILL1SsS09Px+12Exsby5AhQ5g1a1bFtuXLl9O+fft6q0lERERERKSlmrcmg6lz0sjId1WsS4p2MuWcFE7r246F67P5cMkOvlm3G68/2L7AYbVwWkoCFw7uyIie8disltpOX43VYjC8e9wR1/3d9u944KcH2OveS6gtlHuH3sv5Pc6veNaJiIjI0azOoW3lkalWq7Veg9rKxo4dyy233MKrr77K2WefzezZs1m5ciUffvghjz76KO+88w7XXHMNjz32GKeddhpWq5Vx48YxadIkvv76a0aOHMmTTz7JmDFjGqQ+ERERERGRlmLemgxunLGs2sPBMvJdTJyxjCinjQKXr2L9se2juHBwR8Ydl0xMeNOMWHX5XExfOp331r0HQJ/YPjxxyhN0i+7WJPWIiIg0hDqHtgCmaVL+3DKLxYJpmgQCgYptPp8Pj8dDeHj4YRcUFxfH3Llzueuuu5g8eTJJSUl88MEHdOzYkTfffJNLLrmEu+++G4vFwnfffQdAfHw8zz77LGeddRYRERG0adOGd99997BrEBERERERaen8AZOpc9KqBbaVFbh8xITZOX9gBy48vgN9k5r2GSAb8zZy9/d3s3HvRgCuSLmC2wfd3uJ61IqIiNQ5tC0sLMRmq7p75WWbzYZpmhiGgd/vP6KiTjrpJH755Zdq68eNG8emTZtYunQpw4YNIy5u30dqJk6cyJgxY1i3bh0jRowgIuLAvZRERERERERas9T03CotEWrz/MUDGdGrbSNUVDvTNPlw/Yc8ufhJ3H43sc5YHj35UU5uf3KT1iUiItJQ6hzaRkREkJubCwT/wjzppJP4+eefq7z2+/3V+tHWt8TERMaOHVvjtq5du9K1a9cGvb6IiIiIiEhLkFV48MAWILfE08CVHNhe116m/DyFb7d/C8BJySfxyMmPEB8a36R1iYiINKSDhrbp6el07doVwzCIjt73BE6r1VqxXPm1iIiIiIiINH/lDxU7mIRIZwNXUrvFmYu594d7ySrJwmaxccegO7g85XIsRt0ffCYiInI0Omhoe8011xAWFkZRUVFj1CMiIiIiIiINbO7qDB78ZPUB9zGAxGgnQ7vGNk5RlXgDXl5Z8Qpvrn4TE5MuUV144pQnSIlLafRaREREmsJB/3ny6aefplOnTmRmZnLnnXdWtEhYu3YtUVFRREU1bSN6ERERERERqRuvP8Ajn6dx08xllHgD9GoXfBaIsd9+5ctTzknBatl/a8PaUbiDq+ddzRur38DE5Pwe5/Ofs/+jwFZERFqVg4a2xx9/PK+++iq///47W7ZsoVu3bkyfPp3NmzeTnp5Oeno6Pp+vMWoVERERERGRw5RV4OKyNxbx5o/pANxwSjfm3jqCVy8fRGJ01RYIidFOXrl8EGccm9SoNc7dPJcL51zIquxVRNojeWrkUzx80sOE2cMatQ4REZGmVucHkXXs2JGPP/6YOXPmcPXVV5OYmMill16K1+vF6/U2ZI0iIiIiIiJyBBZt3sPN7y0nu9BNRIiNpy/sXxHInnFsEqNTEklNzyWr0EVCZLAlQmOOsC32FvPYosf4bNNnAAxoO4AnTnmC5IjkRqtBRESkOalzaFvunHPOYenSpSQl7fsX1/PPP79eixIREREREZEjZ5omb/6QzuPz1uEPmPRuF8krlw+iW9uIKvtZLQbDu8c1Wl1rc9Yyfel0Jg+eDMBfv/8r2wq3YTEsXN//em7ofwM2yyH/uioiItJiHPRvwaKiIsLDwzGMff/K2qVLl4rXdrudJ598smI5Pz+f6Ojo+q1SREREREREDkmR28dfP1rJ3NWZAJw7IJlp4/sR5mj6MPSzTZ+RmpnKE4ufYHX2anymj8TwRB4f8TiD2w1u6vJERESa3EF72r7zzjuceeaZ5OfnH/RkL7/8MmPHjq2XwkREREREROTwbNhdyLgXf2Tu6kzsVoOHzz2G//vzgCYNbHcV7WLtnrWk7Unjf5v/B8DyrOX4TB8nJJ7Ai398UYGtiIhImYP+jX3LLbcQHR3NkCFDuPnmm7n00kuJj4+v2B4IBFi4cCGPPPII7dq1Y968eQ1asIiIiIiIiNTus5W7uPfjVZR4/CRGOXnpskEM7hzT1GUx5uMxtW5blLmIC+ZcwOqrVjdiRSIiIs1Xnf6Z9corr+Tss8/mueee49RTT8XlctG2bVsKCwspKChg+PDhPPjgg4wcObKh6xUREREREZEaeHwBHpv7G+/+vAWAE7vH8fwlA4mPCGmymnYX7+arrV8xb8uBB/dYDSuPnPxII1UlIiLS/NX5szGxsbFMnTqVqVOn4vf7yc7OJjw8nMjIyIasT0RERERERA4iM9/FpFnLWLo1D4Cb/tCdO0/vjdViHOTI+pfrymX+lvnM2zKPpbuXYmICYGCQEpfC2j1rqx0za+wsUuJSGrtUERGRZuuwGhpZrVYSExPruxYRERERERE5RD9vyuHW95aTU+QhMsTGMxcdx+nHNO7va/nufL7d9i1fpH9BamYqftNfsW1gwkDGdBnD6Z1PJ7s0mz9//mcMDEzMirmIiIhU1fSPDRUREREREZFDZpomr32/mSfnrSNgQp/ESF69fDBd4sMb5frF3mIWbF/AvPR5/LTrJ3wBX8W2Y+KO4YwuZzCmyxiSIpIq1vtNP3HOOBLDExnfczyzN8wmsziTWGdso9QsIiJytDjs0Hb37t20a9euPmsRERERERGROihwebnrg5V8lbYbgPED2/Po+f0IdVgb9LqlvlJ+2PED87bM4/sd3+P2uyu29YzpyRldzuCMLmfQKapTjccnhify1QVfYbfYMQyDC3tdiDfgxWF1NGjdIiIiR5vDCm0/+OADrr/+elatWkWnTjX/ZSwiIiIiIiL1b11mATfOWEZ6TjEOq4UHz0nhshM6YRhH1r92bc5api+dzuTBkzkm/piK9R6/h593/cwX6V+wYPsCSn2lFdu6RHXhjK7BoLZ7m+51uk7lgNYwDAW2IiIiNTik0HbXrl3ce++9LFiwgBNOOIFvvvmG8PBwQkNDiYiIIDk5md69ezdUrSIiIiIiIq3aJ8t3ct/s1ZR6/SRHO3n58sEM6NimXs792abPSM1MZc7mOfSK7UVqRirztszjm63fUOgtrNgvOTy5IqjtE9vniMNiERERqe6goW1xcTEffPAB//vf//jqq6+45ZZb+O233+jYsSPx8fG43W5cLhcFBQWsWbOGm266iUceeaQxahcREREREWmR/AGT1PRcsgpdJEQ6GdCxDdO++I1//bIVgBE943nu4oHEhh/ZKNVdRbvIc+dhYDBvyzwAPlr/EZ9t/KxKUJsQmsDpXU7nzK5n0i++n4JaERGRBnbQ0NY0TT777DPGjx/PW2+9RXR0dMW2mTNnVtn366+/5rbbblNoKyIiIiIicpjmrclg6pw0MvJdFevsVgOv3wTglj/24PbTemG1HHlwOubjMdXWuf3uKr1q3xnzDoPaDcJiWI74eiIiIlI3Bw1tIyIi+O9//1ttfU3/stqpUycmTpxYP5WJiIiIiIi0MvPWZHDjjGWY+60vD2wnjerOnafXX0u6h4Y/xNRfpmJWuyJYDSuPnPwIxyceX2/XExERkbqpU0/bRx55hJUrV3LTTTcxatQoIDgCt3fv3iQnJzN06FDOO+88hg8fTq9evRq0YBERERERkZbIHzCZOiethvh0n9nLdjJ5dO96GWW7Ons1b615q8bAFmDW2FmkxKUc8XVERETk0NXp8y3nn38+/fv3Z8KECQwbNozU1FQ8Hg8ff/wxDz30EFFRUVx55ZVcccUVeL3ehq5ZRERERESkxUlNz63SEqEmGfkuUtNzj+g6/oCfN1e/yZVfXMn2wu3EO+MBMDCqzEVERKTp1Cm0PeaYY3jggQfYsGEDEyZM4IwzzuDYY4+lb9++jBw5kvvvv5+VK1eSnZ3NBRdc0NA1i4iIiIiItDhZhQcObA91v5pkFmdy/fzreW7Zc/hMH2O6jOGNMW8Q54wjJS6FB4Y9QEpcCnHOOGKdsYd9HRERETkyB22PkJeXx5w5c7jiiiuwWCxMmDCB0047jdGjR/POO+8wYcIEAMLCwvjggw948803G7xoERERERGRliYh0lmv++3vm63fMOWXKeS78wm1hXLf0Ps4r8d5GIbBVxd8hd1ixzAMLux1Id6AF4fVcVjXERERkSN30NB2xYoVPPDAAzzyyCPcdtttJCUlAXDHHXcQGRnJ7NmzK/b1eDzEx8c3XLUiIiIiIiIt1NY9xQfcbgCJ0U6Gdj20EbClvlKeWvwUH67/EICUuBSeGPEEXaK7VOxTOaA1DEOBrYiISBM7aGg7atQotm7dyvz583nsscdYuHAhbdu25aSTTsI09zWsN00Tj8eD1+vlyiuvbNCiRUREREREWpLPV+3ib/9dXbFsQJXHg5V3mZ1yTsohPYRsXe46/vr9X0nPTwfgmmOv4ZYBt2C32o+8aBEREWkwBw1ty40ePZrRo0fz6aefcttttxEbG8urr76KzVbnU4iIiIiIiMh+vl23m9vfX0HAhEuGduSUnm15+PO0Kg8lS4x2MuWcFM44NqlO5wyYAWb+NpNnlz6LN+ClbWhbHj35UYYnD2+o2xAREZF6dMiJ67nnnsvIkSP58MMPsdlsmKbJkiVLGDJkSEPUJyIiIiIi0mL9vCmHiTOW4QuYjDsumUfO64fVYnD6MYmkpueSVegiITLYEqGuI2xzSnP4+09/56edPwHwh45/4OETHybGGdOQtyIiIiL1yFLXHadPn17xuk2bNlx33XUAaocgIiIiIiJyGJZty2PCP5fg8QU4rW87nrnouIpg1moxGN49jnMHtGd497g6B7Y/7PiBP332J37a+RMh1hD+fsLfeX7U8wpsRUREjjJ1Dm2ff/75itdut5sRI0YAYLfbsVqt9V+ZiIiIiIhIC5W2q4Cr306lxOPnpB5xvHjpQOzWOv96Vo3b7+aJ1Ce46ZubyHXl0qNND94b+x5/7vNnDKPuPXBFRESkeahze4TQ0NB9B9lsZGdnA8Eni1osh//DhYiIiIiISGuyKbuIK99eRIHLx+DOMbx+xfE47Yc/EGbT3k3c8/09/J73OwCX9rmUOwbfgdPmrK+SRUREpJHVObS12/c9XdRqteoBZCIiIiIiIodoe24Jl7+5iJwiD8ckR/H21UMIDzm8361M0+TD9R/y1OKncPldxITE8I+T/sHIjiPruWoRERFpbHX+6cDn87FgwQJM0wSgpKSkYrm4uJgFCxbg8/nweDyMHTu2wQoWERERERE5GmUVuLj8rUVk5Lvo3jacf/1lKNGh9oMfWIO9rr1M+XkK327/FoDhScN59ORHaRvWtj5LFhERkSZS59DW4/EwefLkiuXMzMyK5YyMDCZPnozf78flcim0FRERERERqSS32MPlby1i654SOsaGMnPCMOIiQg7rXKkZqdz3w31klWZhs9i4fdDtXJFyBRZDbetERERaikPqabt8+fKK5X79+lUsV34tIiIiIiIi+xS4vFz1dirrdxfRLiqEmdcOIzH60PvNegNeXl7xMm+tfgsTky5RXXjilCdIiUtpgKpFRESkKR30n2K/+OILCgoKqj1xtPKynkYqIiIiIiJSXanHz7XvLmb1znxiwx3MnHACneLC6nTs2py1XPvltazNWcu2gm1cOfdK3lz9JiYmf+r5J/5z9n8U2IqIiLRQBx1p+/DDD7N169aKXrblSktLWb58OYFAoMGKExEREREROVq5fX6u//cSFm/JI9Jp419/GUqPhMg6H//Zps9IzUzluWXPsTJ7JSW+EiIdkTw0/CFO73J6A1YuIiIiTe2gI21/+OEHpk+fTnx8PIMHD+brr7+u2HbVVVdx7bXXNmiBIiIiIiIiRxufP8Ct7y3nhw05hNqtvHvNEI5tH33Q43YV7WLtnrWk7Unji/QvAPgl4xdKfCX0ie3DK6e+osBWRESkFTjoSFubzcbFF1/Mn//8Z1588UUuvPBCRowYwfz58+nSpQuBQIBjjjmmMWoVERERERFp9gIBk79+tIov1+7GYbXwxpXHM7hzbJ2OHfPxmFq3rctdx+VfXM7qq1bXV6kiIiLSTNX58aKGYXDLLbewatUqsrKy2LhxIwA+nw+v19tgBYqIiIiIiBwtTNPkwc/WMHv5TqwWg5cuG8TJPePrfPy0EdOwGtYat1kNK9NGTKuvUkVERKQZO+hI2/117NiRH374AbvdDoDVauXJJ5+s98JERERERESOJqZp8vi8dcz4dRuGAdMvOo7RKe0O6RwpsSlE2CPI9+RX2zZr7Cw9eExERKSVqPNI28rKA1sIhrbjx4+vt4JERERERESORi8t2MhrCzcD8Nj5/Th3QPtDOn5j3kau+fKaisDWwKgyFxERkdbjkEfaioiIiIiISFVv/5jO01+tB+DvY/tyydBOh3T8+rz1XPfVdeS6cunepjt5rjySwpMY33M8szfMJrM4k1hn3friioiIyNFPoa2IiIiIiMgR+GDxdh7+PA2A20/ryYQR3Q7p+N9zf+e6r64jz51H39i+vHH6G4TaQrFb7BiGwYW9LsQb8OKwOhqifBEREWmGFNqKiIiIiIgcps9X7eLe2asAmHByV247techHb8udx0TvppAvjufY+KO4bXRrxEdEl1lH8MwFNiKiIi0MofV01ZERERERKS1+3bdbm5/fwUBEy4Z2pH7x/bFMOrefzZtTxrXfnkt+e58+sX34/XTX68W2IqIiEjrpJG2IiIiIiIiB+EPmKSm55JV6CIh0ok/EGDijGX4AibnDkjmkfP6HVJguzZnLdfNv45CTyH92/bn1dNeJdIR2YB3ICIiIkcThbYiIiIiIiIHMG9NBlPnpJGR76pYZwAmMDqlHU9feBxWS90D29XZq7lh/g0UegsZ0HYAr5z2ChGOiPovXERERI5aCm1FRERERERqMW9NBjfOWIa53/ry5XP6J2G31r3r3MrslUycP5EibxGDEgbx8mkvE24Pr7d6RUREpGVQT1sREREREZEa+AMmU+ekVQtsyxnAtC/W4Q/UtkdVK7JWcMP8GyjyFjG43WBeOe0VBbYiIiJSI4W2IiIiIiIiNUhNz63SEmF/JpCR7yI1Pfeg51q2exk3zL+BYm8xQxKH8PKpLxNmD6vHakVERKQlUWgrIiIiIiJSg6zC2gPbQ9lvSeYSJn49kRJfCScknsBLp76kwFZEREQOSKGtiIiIiIhIDRIinUe83+LMxdz0zU2U+koZljSMF059gVBbaH2VKCIiIi2UQlsREREREZEaDO0aS5Sz9mc3G0BStJOhXWNr3J6akcqkbyZR6ivlxOQTeeGPCmxFRESkbmr/CURERERERKQV+3XzHorcvhq3GWXzKeekYLUY1bb/mvErt3xzCy6/i5Pan8Rzo54jxBrSgNWKiIhIS6KRtiIiIiIiIvvZuqeYSbOWETDhhK6xJEZXbYGQGO3klcsHccaxSdWO/Xnnz9z8zc24/C5GtB+hwFZEREQOmUbaioiIiIiIVFLk9nHdv5awt8TLcR3b8M+/DMVutZCanktWoYuEyGBLhJpG2P6480du+/Y2PAEPf+jwB575wzM4rI4muAsRERE5mim0FRERERERKRMImNzxnxWs311EQmQIr18xGKfdCsDw7nEHPPb7Hd9z+4Lb8Qa8jOo4imdGPoPdam+MskVERKSFUXsEERERERGRMs9+vZ75abtx2Cy8dsVg2kU5D34QsHD7worA9tROpyqwFRERkSOi0FZERERERAT436oMXvh2IwDTzu/HwE4xdTru223fcvt3wcB2dOfRPDXyKQW2IiIickQU2oqIiIiISKu3dlc+d324EoAJJ3flT4M71Om4b7Z+w53f3Ykv4GNMlzE8ccoT2C0KbEVEROTIKLQVEREREZFWLafIzfX/Wkqp188pvdpy75l96nTc/K3zuWvhXfhMH2d2PZPHRzyuwFZERETqhUJbERERERFptTy+ADfNWMbOvaV0jQ/nhYsHYrMe/NekeVvmcffCu/GZPsZ2G8tjJz+GzaLnPIuIiEj90E8VIiIiIiLSaj00Zy2pW3KJDLHxxpXHEx1W+0jZtTlrmb50OickncDLK17Gb/oZ130cD5/4MFaLtRGrFhERkZZOoa2IiIiIiLRK//51K7MWbcMw4PlLBtIjIeKA+3+26TNSM1NJzUwF4Nzu5zL1xKkKbEVERKTeKbQVEREREZFW59fNe5j62VoA/jqmD6P6JNS4366iXeS58zAw+HTTpxXrR3UcxcV9LmZ3yW6SI5IbpWYRERFpPRTaioiIiIhIq7I9t4SbZi7DFzA5d0AyE0d2q3XfMR+PqXH9gu0LWLB9AQCrr1rdIHWKiIhI66UHkYmIiIiISKtR7PZx3b+WkFvsoV/7aJ74U38Mw6h1/2kjpmExav61yWpYmTZiWkOVKiIiIq2YRtqKiIiIiEirEAiY3PXhStZlFhIfEcLrVw7GaT9wP9pj444lzBZGkbeo2rZZY2eREpfSUOWKiIhIK6aRtiIiIiIi0iq88O1GvliTicNq4bUrBpEUHXrA/XNKc5j49cSKwNbAqDIXERERaSgaaSsiIiIiIi3evDWZPPv1egAeOe9YBneOPeD+Jd4SJn0ziZ1FO0kMS8QT8JAUnsT4nuOZvWE2mcWZxDoPfA4RERGRw6XQVkREREREWrR1mQVM/mAFAFef2IWLhnQ84P7egJfJCyeTtieNmJAY3hzzJknhSdgtdgzD4MJeF+INeHFYHY1QvYiIiLRGCm1FRERERKTFyi32cN2/llDi8XNSjzj+PrbvAfc3TZOpP0/lp50/4bQ6efHUF+kc1bnKPoZhKLAVERGRBqWetiIiIiIi0iJ5/QFumrmU7bmldIoN48VLBmGzHvhXoJdWvMSnmz7FYlh4euTT9G/bv5GqFREREdlHoa2IiIiIiLRI//g8jV835xLusPLmVccTE37g0bEf/P4Br616DYAHhj3AyI4jG6NMERERkWoU2oqIiIiISIvzXuo2/vXLVgCe/fMAerWLPOD+323/jkcXPQrAxOMmckGvCxq6RBEREZFaKbQVEREREZEWZfGWXB78dA0Ad47uxenHJB5w/1XZq7h74d0EzADn9zifm467qTHKFBEREamVQlsREREREWkxdu4tZeK/l+L1m4ztl8TNf+xxwP23Fmzl5m9uxuV3cXL7k3lg+AMYhtFI1YqIiIjUTKGtiIiIiIi0CKUeP9f/awl7ij2kJEXx1IX9DxjA5pTmMHH+RPLceaTEpfDMyGewW+yNWLGIiIhIzRTaioiIiIjIUc80Te7+aCVrdxUQF+7g9SsHE+aw1bp/ibeESd9MYkfRDjpEdOClU18izB7WiBWLiIiI1K72n2JERERERESaKX/AJDU9l6xCFwmRTpZszeXzVRnYLAavXD6YDjG1B7DegJc7F95J2p40YkJieHX0q8SHxjdi9SIiIiIHptBWRERERESOKvPWZDB1ThoZ+a5q2x4+91iGdo2t9VjTNHn4l4f5ceePOK1OXjz1RTpHdW7IckVEREQOmUJbERERERE5asxbk8GNM5Zh1rI9NvzAPWlfXvkyn2z8BIth4emRT9O/bf/6L1JERETkCKmnrYiIiIiIHBX8AZOpc9JqDWwNYOqcNPyBmvf4cP2HvLryVQD+PuzvjOw4smEKFRERETlCCm1FREREROSokJqeW2NLhHImkJHvIjU9t9q2hdsX8sivjwBwQ/8buLDXhQ1VpoiIiMgRa/ah7RlnnMG7774LwMKFC+nbty/x8fFMnz69yn4fffQRnTt3Jjk5mffee68JKhURERERkYaUVVh7YHug/VZlr+KuhXcRMAOc1+M8Jg2Y1BDliYiIiNSbZh3azpw5ky+//BKA7Oxsxo0bxyWXXMIvv/zCzJkzWbBgAQBr1qzhsssu44EHHuDLL7/kwQcf5Pfff2/K0kVEREREpJ4lRDoPeb+tBVu5+ZubcfldnNT+JB4c/iCGYTRUiSIiIiL1otmGtrm5udx555307t0bCAa4ycnJPPDAA/Ts2ZMHH3yQt956C4A333yTUaNGMWHCBPr168fNN9/Mv//976YsX0RERERE6tnQrrHEhNX+oDEDSIp2MrRrLAA5pTlMnD+RPHceKXEpTB85HbvlwA8qExEREWkObE1dQG3uvPNOzj//fEpLSwFYuXIlo0aNqvhX8aFDh3LvvfdWbDvzzDMrjh06dCgPP/xwred2u9243e6K5YKCAgC8Xi9er7fe70UaT/n3T99HEakvel8Rkfqm95XD91tGIcUef43bysfO3n9mbwJ+H0WuEiZ9M4kdRTvoENGB5055Djt2fd2lRdL7iojUJ72nNKy6fl2bZWi7YMECvvnmG9auXcstt9wCBIPVlJSUin2ioqLYtWtXxbauXbvWuK0m06ZNY+rUqdXWf/XVV4SFhdXXbUgTmj9/flOXICItjN5XRKS+6X3l0OR7YPpqKx6fQVJYgBKfQb5nX5uDaIfJ+C4B/FuXMmeLn5nFM1nvW0+YEcYFxgUsWrCoCasXaRx6XxGR+qT3lIZRUlJSp/2aXWjrcrm44YYbeOWVV4iMjKxYb7PZCAkJqVh2Op0VN3mgbTW57777mDx5csVyQUEBHTt25PTTTycqKqo+b0camdfrZf78+YwePRq7XR99E5Ejp/cVEalvel85dKUeP5e9vZi9ngK6xYfxwfUnEBFiY8nWPLIK3SREhnB85xisFgPTNHl40cOsz1+P0+rklVNfoV98v6a+BZEGpfcVEalPek9pWOWf+D+YZhfa/uMf/2DIkCGMHTu2yvrY2Fiys7MrlgsLC3E4HAfdVpOQkJAqIW85u92uP4wthL6XIlLf9L4iIvVN7yt1EwiY3PPfVazeWUBMmJ13rhlKfFTw03En92pXbf+XV7zMp5s/xWJYeGrkUwxKGtTYJYs0Gb2viEh90ntKw6jr17TZhbazZs0iOzubNm3aAMEhwx988AEAJ554YsV+y5cvp3379gAMGTKEX375hWuvvbbaNhEREREROXo9M/93vliTid1q8NoVx9M5LrzWfT9a/xGvrHwFgL8P+zt/6PiHRqpSREREpH5ZmrqA/f3www+sWbOGFStWsGLFCsaNG8fDDz/Mtm3b+Omnn/j666/xer08+eSTjBkzBoA//elPvP/++6xevZqioiKef/75im0iIiIiInJ0+mjpDl5asAmAx8f3Z2jX2Fr3Xbh9IY/8+ggA1/e/ngt7XdgoNYqIiIg0hGY30rZDhw5VliMiIoiPjyc+Pp5nn32Ws846i4iICNq0acO7774LwHHHHcdtt93G8ccfj9PppGfPntx0001NUL2IiIiIiNSHRZv3cN/sVQBMGtWdPw3uUG2ftTlrmb50OuO6jePR1Efxm37O7X4uNw+4ubHLFREREalXzS603V95MAswceJExowZw7p16xgxYgQREREV2x599FEuu+wydu7cyciRIw/Y01ZERERERJqvLTnF3DBjKV6/yVn9ErlzdO8a9/ts02ekZqayMnslbr+bk9qfxJQTp2AYRiNXLCIiIlK/mn1ou7+uXbvStWvXGrelpKSQkpLSyBWJiIiIiEh9yS/x8pd/LmZviZfjOkTzzIUDsFj2hbC7inaR587DwGBu+lwA3H43XaO7cl2/68guySY5IrmpyhcRERGpF0ddaCsiIiIiIi2T1x/gxplL2ZxdTHK0kzeuPJ5Qh7XKPmM+rvnZFen56Vw972oAVl+1uqFLFREREWlQze5BZCIiIiIi0vqYpsmDn67h5017CHdYefOqISREOavtN23ENKyGtYYzgNWwMm3EtIYuVURERKTBKbQVEREREZEm99aP6byXuh3DgOcvGUhKclSN+43pPIb+8f1r3DZr7CzO7nZ2Q5YpIiIi0igU2oqIiIiISJOan7abR+f+BsD9Z/Xl1L7tatzPH/Dztx//xvLs5QAYGFXmIiIiIi2FetqKiIiIiEiTWbsrn9veX45pwqUndOLak2t+6LBpmjyy6BHmbZmH1bASbg+nY2RHxvccz+wNs8ksziTWGdvI1YuIiIg0DIW2IiIiIiLSJHYXuLj23SWUePyc3COeqeOOwTCqj5o1TZNnlz7LR+s/wmJYeOKUJxjVcRR2ix3DMLiw14V4A14cVkcT3IWIiIhI/VNoKyIiIiIija7U42fCP5eQWeCie9twXrpsEHZrzd3b3lrzFu+sfQeAKcOnMKbLmCrbDcNQYCsiIiItinraioiIiIhIowoETO74zwpW78wnJszO21cPITrUXuO+7697n+eWPQfAXcffxfie4xuzVBEREZEmodBWREREREQa1VNf/c68tZk4rBZev/J4OseF17jfnE1zeHTRowDc0P8GrjrmqsYsU0RERKTJKLQVEREREZFG8+GS7bzy3SYAHv9TP4Z0qfnhYQu2LeCBnx4A4NI+lzJpwKRGq1FERESkqSm0FRERERGRRvHr5j387b+rAbh5VA/GD+pQ436LMhZx18K78Jt+xnUfxz1D76nxAWUiIiIiLZVCWxERERERaXDpOcVMnLEUr99kbL8kJo/uVeN+q7JXccu3t+AJePhjxz8y9cSpWAz92iIiIiKti376ERERERGRBrW3xMO17y5mb4mX4zq24ZmLjsNiqT5ydkPeBm78+kZKfaUMSxrGUyOfwmaxNUHFIiIiIk1Loa2IiIiIiDQYrz/AjTOWsTmnmORoJ29cORin3Vptv+0F27l+/vUUeAro37Y/z416DofV0QQVi4iIiDQ9hbYiIiIiItIgTNPkgU/W8MvmPYQ7rLx19RASIp3V9ttdvJvr5l9HTmkOPWN68vKpLxNmD2uCikVERESaB4W2IiIiIiLSIN74YTPvL96OxYAXLh1I36SoavvkufK4fv717CzaSafITrw++nWiQ6KboFoRERGR5kMNokRERERE5Ij5Ayap6blkFbpIiHSyt8TDtC/WAXD/2BT+2KddtWOKPEVM/Hoim/M30y6sHW+c/gbxofGNXbqIiIhIs6PQVkREREREjsi8NRlMnZNGRr6r2rbLTujEX07qUm29y+fi5m9vJm1PGjEhMbx++uskRyQ3QrUiIiIizZ9CWxEREREROWzz1mRw44xlmLVsH949DsMwqqzz+r1M/m4yS3cvJcIewaujX6VbdLeGL1ZERETkKKGetiIiIiIiclj8AZOpc9JqDWwN4NH//YY/YFY6xs/ffvwbP+z8AafVyYunvkhKXEqj1CsiIiJytFBoKyIiIiIihyU1PbfGlgjlTCAj30Vqem5w2TR5ZNEjzNsyD5vFxrOjnmVwu8GNVK2IiIjI0UOhrYiIiIiIHJaswtoD2/33M02TZ5c+y0frP8JiWHh8xOOc3P7kBq5QRERE5Oik0FZERERERA5LQqSzzvu9teYt3ln7DgBThk9hTJcxDVmaiIiIyFFNoa2IiIiIiByWngkR2C1GrdsNICnaSbrnK55b9hwAdx1/F+N7jm+kCkVERESOTramLkBERERERI4+OUVuLn9rEd5AzY8hK49yzz5xF9NSnwTghv43cNUxVzVShSIiIiJHL420FRERERGRQ7K7wMXFr//KusxC2kaG8ODZKSRFV22VkBjt5Oaz3Xy49RkALu1zKZMGTGqKckVERESOOhppKyIiIiIidbZzbymXvfErW/aUkBTtZOaEE+jWNoKrTuxCanouWYWuYK9b5wZu/vav+E0/47qP456h92AYtbdSEBEREZF9NNJWRERERETqZHtuCX9+7Re27CmhQ0woH9wwnG5tIwCwWgyiojP5bPeD7A78wG3f3Yon4OGPHf/I1BOnYjH0q4eIiIhIXWmkrYiIiIiIHNTm7CIufWMRmQUuusSFMeu6YSS3Ca2yz2ebPiM1M5UVWSvwBDwMSxrGUyOfwmbRrx0iIiIih0I/PYmIiIiIyAGt313IpW8sIqfITY+ECGZNOIGEqGAP211Fu8hz52Fg8L/0/wHgCXjo0aYHE4+bSE5pDskRyU1ZvoiIiMhRR6GtiIiIiIjUau2ufK54K5XcYg99EiOZMeEE4iNCKraP+XhMjcdt3LuRq+ddDcDqq1Y3RqkiIiIiLYYaS4mIiIiISI1Wbt/LJa//Sm6xh/4donn/+mFVAluAaSOm1dqv1mpYmTZiWmOUKiIiItKiaKStiIiIiIhUs2RLLle/s5git49Bndrw7l+GEuW0V9vPalgxMGo8x6yxs0iJS2noUkVERERaHIW2IiIiIiJSxc+bcpjwzyWUePyc0DWWt64eQkRI9V8dZv42k8dTH69YNjAwMSvmIiIiInJ4FNqKiIiIiEiFheuzuf5fS3D7AozoGc/rVxxPqMNaZR/TNHlu2XO8teYtAM7tfi4/7vyRxPBExvccz+wNs8ksziTWGdsUtyAiIiJy1FNoKyIiIiIiAMxP282kmcvw+AOc2ieBly4bhNNeNbD1Brw89PNDfLbpMwBuHXgrE/pNwBvwYrfYMQyDC3tdiDfgxWF1NMVtiIiIiBz1FNqKiIiIiAhzV2dw63vL8QVMzjw2kecuHojDVvUBYyXeEu5aeBc/7PwBq2FlyvApnN/zfIAqAa1hGApsRURERI6AQlsRERERkVbuk+U7mfzBCgImnDsgmWcuPA6btWpgm+fK4+ZvbmZVziqcVidPj3yakR1HNlHFIiIiIi2bQlsRERERkVbsP4u3ce/s1ZgmXDi4A4//qT9Wi1Fln11Fu7hh/g1sKdhClCOKl059iQEJA5qmYBEREZFWQKGtiIiIiEgr9a9ftvDgp2sBuHxYJx4edyyW/QLb9XnruXH+jWSVZpEYnshrp71GtzbdmqJcERERkVZDoa2IiIiISCv05g+beeR/vwFw7cld+fvYvhhG1cB2SeYSbv32Vgq9hfRo04NXTnuFxPDEpihXREREpFVRaCsiIiIi0sq8+O0Gnv5qPQCTRnXnrtN7Vwtsv976Nfd8fw+egIdBCYN4/o/PEx0S3RTlioiIiLQ6Cm1FRERERFoJ0zSZPn89L3y7EYDJo3tx66k9q+33n3X/4dFFj2JiMqrjKJ485UmcNmdjlysiIiLSaim0FRERERFpofwBk9T0XLIKXSREhvDNuize/CEdgPvO7MMNI7tX2d80TV5e+TKvrnwVgAt6XcD9J9yPzaJfG0REREQak376EhERERFpgeatyWDqnDQy8l3Vtj10TgpXn9S1yjpfwMejix7lo/UfAXDjcTdy43E3VmubICIiIiINT6GtiIiIiEgLM29NBjfOWIZZy/bE6KqtDlw+F3/9/q8s2L4AA4O/D/s7F/W+qOELFREREZEaWZq6ABERERERqT/+gMnUOWm1BrYGMHVOGv5AcI98dz43zL+BBdsX4LA4mP6H6QpsRURERJqYRtqKiIiIiLQgqem5NbZEKGcCGfkuUtNz6Zro5cavb2Tj3o1E2iN5/o/Pc3zi8Y1XrIiIiIjUSKGtiIiIiEgLklVYe2Bb2Zrs33lw+RQyizNJCE3gldGv0CumVwNXJyIiIiJ1odBWRERERKQFMc3aGiPsYwndypubHqXEV0iXqC68Nvo1kiOSG6E6EREREakLhbYiIiIiIi3Eyu17eXhO2gH3sUWkEdr+PUp8Xvq37c9Lf3yJNs42jVOgiIiIiNSJHkQmIiIiItICLFiXxcWv/0puiZeOMaFA8KFjldmjF+PsMAMsXk7pcApvjH5Dga2IiIhIM6SRtiIiIiIiR7kPFm/nvv+uxh8wGdEznlcuH8yPG7KZOieN3e6NhCTMJeBuiyN2EQDndj+XKSdOwW6xN3HlIiIiIlIThbYiIiIiIkcp0zR57psN/N/XGwAYP6g9T/ypP3arhTOOTWJ0SiJ3fL2QBRmbIXwzABP6TeDWgbdiGPuPwxURERGR5kKhrYiIiIjIUcjnD/D3T9bw/uLtANw8qgd3nt4LwzDYVbSLPHcePr+PH3d/XnHM1cdczWmdTyOjOEMPHhMRERFpxhTaioiIiIgcZUo8Pm6etZxv12VhMeDhc4/l8mGdK7aP+XhMjce9u/Zd3l37LgCrr1rdGKWKiIiIyGHQg8hERERERI4iOUVuLnn9V75dl0WIzcKrlw+uEtgC3Dzg5lqPtxpWpo2Y1tBlioiIiMgR0EhbEREREZGjxJacYq56J5Wte0qICbPz5lVDGNw5pso+89Ln8ebqN2s9x6yxs0iJS2noUkVERETkCCi0FRERERE5CqzYvpdr313MnmIPHWND+ec1Q+nWNqJie8AM8NKKl3h91esADGg7gBXZKzAwMDEr5iIiIiLS/Cm0FRERERFp5r5dt5tJM5dT6vVzbPso3r56CAmRzortJd4S/vbj3/hm2zdA8IFjl/S+hEvnXkpieCLje45n9obZZBZnEuuMbarbEBEREZE6UmgrIiIiItKMvZ+6jfs/WYM/YHJKr7a8fNkgIkL2/Ri/s2gnt357K+vz1mO32JkyfArn9jgXgK8u+Aq7xY5hGFzY60K8AS8Oq6OpbkVERERE6kihrYiIiIhIM2SaJs9+vYHnv9kAwAWDOzBtfD/s1n3PEl66eyl3LLiDPHcecc44/m/U/zEgYUDF9soBrWEYCmxFREREjhIKbUVEREREmhmvP8D9/13NB0t2AHDrH3twx+heGIZRsc/H6z/mkUWP4Av46Bvbl+f/+DyJ4YlNVbKIiIiI1COFtiIiIiIizUix28ekWcv47vdsLAb847xjueyEzhXbfQEfzyx5hhm/zQDg9M6n84+T/kGYPaypShYRERGReqbQVkRERESkmcgudPOXdxezemc+TruFFy8ZxGkp7Sq257vzuXvh3fyS8QsANw24iYn9J1YZgSsiIiIiRz+FtiIiIiIizUB6TjFXvZ3KttwSYsMdvHXV8QzsFLNve346t357K1sKthBqC+XRkx9ldOfRTVixiIiIiDQUhbYiIiIiIk1s+bY8rv3nEnKLPXSKDeOffxlK1/jwiu0/7fyJuxfeTaG3kKTwJJ7/4/P0ie3ThBWLiIiISENSaCsiIiIi0kj8AZNF6bkszTGIS89leI8EFqzL4ub3luHyBujfIZq3rhpC28gQAEzT5N9p/+aZpc8QMAMMTBjIs394lrjQuCa+ExERERFpSAptRUREREQawbw1GUydk0ZGvguw8q8NS4hy2ih0+TCBP/Ruy0uXDiI8JPgjusfv4R+//oNPNn4CwPk9zufvw/6Ow+posnsQERERkcah0FZEREREpIHNW5PBjTOWYe63vsDlA+DE7nG8ceXx2K0WAPaU7uGO7+5gedZyLIaFu46/i8v7Xq4HjomIiIi0EgptRUREREQakD9gMnVOWrXAtrL0nGIsZYHsutx13PrtrWQUZxBpj+SpkU9xUvuTGqdYEREREWkWFNqKiIiIiDSg1PTcspYItcvId5GankuxbTl/+/FvlPpK6RzVmRf++AJdo7s2UqUiIiIi0lwotBURERERaUBZhQcObINM3t/wFt/u/jcAw5OG89TIp4gOiW7Y4kRERESkWVJoKyIiIiLSgBIinQfewfDgTP6Qb3evBuDyvpdz5/F3YrPoR3URERGR1ko/CYqIiIiINKChXWOJCLFR5PZV22bY9hLa8V9YnbuwWWw8MOwBxvcc3wRVioiIiEhzotBWRERERKQBzV62o0pga3HuICRhLt78gYQkfInFVkS4LZqXTnuOwe0GN2GlIiIiItJcKLQVEREREWkgC37P4t7ZwbYHo1PasWZnPrnOZdjCN2MNS8cwTJJCu/HuWa+QHJHcxNWKiIiISHOh0FZEREREpAGs2L6Xm2Yswx8wOXNACJNODSVgOrn6y6V4A2AYJkPaDWHSwElNXaqIiIiINDMKbUVERERE6ll6TjF/eXcxpV4/I3rG86N7Aj/Orb7f4t2LuXre1QCsvmp14xYpIiIiIs2WpakLEBERERFpSbIKXVz59iJyiz30ax/NK5cPZtqIaRgYNe5vNaxMGzGtkasUERERkeZMI21FREREROpJkdvHX95dzPbcUjrHhfH21UOICLGxu3g3JmaNx8waO4uUuJRGrlREREREmjONtBURERERqQceX4AbZyxlzc4C4sId/POaobSNDOG9de/xf8v+r2K/8hG3tY28FRERERHRSFsRERERkSMUCJj89aOV/LAhhzCHlXeuGUKX+HA+3fgpjy16DIBL+1zKl1u+pF1YO3qU9mBj6EZ2l+wm1hnbxNWLiIiISHOj0FZERERE5Ag9MW8dn6zYhc1i8PJlg+jfoQ1fbvmSB39+EIDL+17OX4f8lTuPvxP88MUXXzBlzBSwgsPqaOLqRURERKS5aZbtET799FO6deuGzWZjwIAB/PbbbwCsWbOGIUOGEBMTw913341p7usLtnDhQvr27Ut8fDzTp09vqtJFREREpJV568d0Xvt+MwBP/Kk/f+idwPc7vufe7+8lYAYY33M8fx3yVwzDwGF1YBhl7RHKlkVERERE9tfsQttNmzZxzTXX8Pjjj7Nz50569erFhAkTcLvdnHPOOQwePJglS5aQlpbGu+++C0B2djbjxo3jkksu4ZdffmHmzJksWLCgaW9ERERERFq8z1bu4h+fpwFwzxl9+NPgDizOXMzk7ybjM32c2eVMHhz2YEVQKyIiIiJSF80utP3tt994/PHHueiii2jXrh033ngjy5cv54svviA/P5/p06fTvXt3HnvsMd566y0AZs6cSXJyMg888AA9e/bkwQcfrNgmIiIiItIQft6Yw50frADg6hO7MHFkN1Zlr+Lmb27G7Xfzhw5/4NERj2K1WJu2UBERERE56jS7nrZnn312leXff/+dnj17snLlSoYNG0ZYWBgA/fv3Jy0tOKph5cqVjBo1qmIEw9ChQ7n33ntrvYbb7cbtdlcsFxQUAOD1evF6vfV6P9K4yr9/+j6KSH3R+4qI1OS3jEKu+/cSvH6TM49px71jepKWncbErydS4ithaLuhTDtpGvjB66/6/qH3FRGpb3pfEZH6pPeUhlXXr6thVm4M28x4PB6OOeYYJk+ezMaNG3G5XLz00ksV29u2bcv69euZMGECw4YN4+677waguLiY5ORk8vPzazzvQw89xNSpU6utnzVrVkUoLCIiIiJSkz0u+L81Vgq8Bj2iTCb29bPXzObNojcpNovpZO3EVRFXEWKENHWpIiIiItLMlJSUcOmll5Kfn09UVFSt+zW7kbaVTZkyhfDwcCZMmMDf//53QkKq/uDrdDopKSnBZrNV2Va+vjb33XcfkydPrlguKCigY8eOnH766Qf8Yknz5/V6mT9/PqNHj8Zutzd1OSLSAuh9RUQqyyvxcPEbqRR4S+jdLoJZ1w6h0J/FtfOvpdgspk9MH1479TUiHZG1nkPvKyJS3/S+IiL1Se8pDav8E/8H02xD22+//ZaXXnqJX3/9FbvdTmxsLGvWrKmyT2FhIQ6Hg9jYWLKzs6utr01ISEi1ABjAbrfrD2MLoe+liNQ3va+ISKnHzw0zV7A5p4T2bUL5519OwG8r4Mb5N5JVmkW36G68dvprxDpj63Q+va+ISH3T+4qI1Ce9pzSMun5Nm92DyADS09O55JJLeOmll0hJSQFgyJAh/PLLL1X2cbvdxMbGVtu2fPly2rdv3+h1i4iIiEjL5PMHuHnWMpZv20t0qJ1//mUIjpASrvvqOnYU7aBDRAfeOP2NOge2IiIiIiIH0uxC29LSUs4++2zOPfdczj//fIqKiigqKmLEiBEUFBTwzjvvAPDYY49x2mmnYbVaGTduHD/99BNff/01Xq+XJ598kjFjxjTxnYiIiIhIS2CaJn//ZA3frMsixGbh7auPJ6GNycT5E9mcv5mEsATeHPMmCWEJTV2qiIiIiLQQza49wldffUVaWhppaWm88cYbFevT09N58803ueSSS7j77ruxWCx89913AMTHx/Pss89y1llnERERQZs2bXj33Xeb5gZEREREpEV59usNvL94OxYDXrhkIH2Tndww/wZ+y/2NWGcsb5z+Bu0j9CkvEREREak/zS60PffcczFNs8ZtXbp0YdOmTSxdupRhw4YRFxdXsW3ixImMGTOGdevWMWLECCIiIhqrZBERERFpoWYu2srz32wA4JHz+jGyTwyTvpnEiuwVRDoieX3063SL7tbEVYqIiIhIS9PsQtuDSUxMZOzYsTVu69q1K127dm3kikRERESkJfpybSYPfBJ8EO5tp/bkwiFJTF4wmUUZiwizhfHqaa/SO7Z3E1cpIiIiIi3RURfaioiIiIg0tCVbcrn1veUETLhkaEdu+WM37vvhPr7b8R0h1hBePPVF+rft39RlioiIiEgL1eweRCYiIiIi0pQ27C7k2n8uwe0LcFrfBKaOS+Efi/7BvC3zsFlsTP/DdIYkDmnqMkVERESkBdNIWxERERFptfwBk9T0XLIKXSREOukUG8ZVb6eSX+plUKc2PH/xQJ5d9gyzN8zGYlh4YsQTnNLhlKYuW0RERERaOIW2IiIiItIqzVuTwdQ5aWTkuyrW2SwGvoBJt7bhvHXVEN5Ke4UZv80A4OETH+b0Lqc3VbkiIiIi0oootBURERGRVmfemgxunLEMc7/1vkBwzbUndWX25n/z+qrXAbj/hPs5t8e5jVyliIiIiLRWCm1FREREpFXxB0ymzkmrFthWNn3RO3jafAzA7YNu5+I+FzdOcSIiIiIi6EFkIiIiItLKpKbnVmmJsD9b9NKKwPa6ftdxbb9rG6s0ERERERFAoa2IiIiItDJZhQcIbCNX40z6CIDh8edyy8BbGqssEREREZEKao8gIiIiIq1KQqSzyrLFuYOQhLn4ClMIafcFhmHi2Xs8V510G4ZhNFGVIiIiItKaKbQVERERkValT1IkDquBxx/samuPXoYtfDPWsHQMw8Sb35+YkksZ1i2+iSsVERERkdZKoa2IiIiItBpZhS6uensxXiMXi7MYMLBFLwfAMEx8xV3w5p7Mbee0xWrRKFsRERERaRoKbUVERESkVdieW8Llby1i654SIvs+UbHeNPfNbeFbsHV9mcfWvMwlg1c3UaUiIiIi0trpQWQiIiIi0uKtyyzgT6/8zNY9JXSMDeXOAQ9hMYI/Cpe3rS2fWw0r00ZMa6JKRUREREQU2oqIiIhIC7d0ay4XvfoLWYVu+iRG8tENwwlY8wmYgRr3nzV2Fmd3O7uRqxQRERER2UftEURERESkxVqwLosbZy7F5Q0wuHMMb1w5iFfXTOe9de9V7GNgYGJWzEVEREREmppG2oqIiIhIi/Tpip1c968luLwB/tC7LW9edRwPp97Le+vew8BgYv+JxDnjSIlL4YFhD5ASl0KcM45YZ2xTly4iIiIirZxG2oqIiIhIi/PuT+k8NCcNgPMGJHP/uM7c+t1EVmSvwG6x89iIxzijyxlc1/867BY7hmFwYa8L8Qa8OKyOJq5eRERERFo7hbYiIiIi0mKYpsmzX2/g+W82AHD1iV249g/R/OXLq9hSsIVIRyTPjXqOIYlDAKoEtIZhKLAVERERkWZBoa2IiIiItAiBgMmUz9by71+3AjB5dC9OO87LlfOuIKc0h8TwRF459RV6xPRo4kpFRERERA5Moa2IiIiIHPU8vgB3friSOSt3YRjw8LnH0r3jTq758g5KfCX0jOnJK6e+Qrvwdk1dqoiIiIjIQSm0FREREZGjWonHx8QZy/h+fTZ2q8H0iwYQCF/MpG8ewmf6OCHxBJ4d9SyRjsimLlVEREREpE4U2oqIiIjIUWtviYdr3l3M8m17CbVbeeXyQax3f8ILP70AwFldz+KRkx7BbrU3caUiIiIiInWn0FZEREREjkqZ+S6ufHsR63cXER1q582rBvJFxit8uP5DAK459hpuH3Q7FsPSxJWKiIiIiBwahbYiIiIictRJzynm8jcXsXNvKe2iQnjz6uN4/beH+W7HdxgY3Dv0Xi7te2lTlykiIiIiclgU2oqIiIjIUWXNznyuejuVPcUeusaH88JlPZm27HZW5azCYXHwxClPcFrn05q6TBERERGRw6bQVkRERESOGr9s2sN1/1pCkdvHMclRPHZRMvf8fD3bCrcR5YjixVNfZGDCwKYuU0RERETkiCi0FREREZGjwldrM7n5veV4fAFO6BrL5LNDuXXhX8h15ZIcnswro1+hW3S3pi5TREREROSIKbQVERERkWbvgyXbuffjVQRMOD2lHX8+pYhbvruNUl8pfWL78PKpL9M2rG1TlykiIiIiUi8U2oqIiIhIs+EPmKSm55JV6CIh0snQrrG89eNmHpu7DoALB3dgaP8N3Pn9I/hNP8OThjP9D9OJcEQ0ceUiIiIiUmcLpoHFCiP/Wn3bwich4IdR9zV+Xc2IQlsRERERaRbmrclg6pw0MvJdFevCHVaKPX4Arh/RlejkBTz866sAjOs+jodOfAi7xd4k9YqIiIjIYbJYYcGjwdeVg9uFTwbXj7q/aepqRhTaioiIiEiTm7cmgxtnLMPcb315YHvugHa4Y/7Dq6tmA3Bdv+u4ZeAtGIbRyJWKiIiIyBErD2oXPBocVXvcn2HFLPj+qWBgW9MI3FZGoa2IiIiINCl/wGTqnLRqgW0Fw83C/Cfxb/gNi2Hh/hPu56LeFzVmiSIiIiItW0O2K3AXQf522Lsd8reVzcuWHRGw8PHgBApsK1FoKyIiIiIHVFOfWavlyEe45pd62ZhVxFdrM6u0RLA4dxCSMBd31lmY3mhCO/4Tv3MHdksIz4x8ilGdRh3xtUVERESkksrtCk68Y9/6g7UrME0o2QN7t1UKZvcLaF1761iDTYFtJQptRURERKRWNfWZTYp2MuWcFM44Numgx5umSVahm41ZRVWn7CKyC901HmOPXoYtfDOBmJ+whW3F4sgl4AvjL30eVWArIiIi0hAqtSuw+P1ACpYfnobvH4fhN0OXEbDqg+rhbP4O8JYc/PzOaIjuBG06QnQHiO4YfL15ISx9B6wO8HuCIbGCW0ChrYiIiMhRp6FGvu6vtj6zmfkubpyxjFcuH1QR3PoDJjvySqoFsxuziih0+Wq9RmKUk/gIB2uztmLYigEDW9RKAOzRyzEMCHijKN31Zwb/YWC936OIiIiIlBn5VyjJxfr944zDwMAEwwK/vBicDiSi3b4gNrojtOlUddkZVf2YhU8GA9vylgjlo3rLa2nlFNqKiIiIHEWOdORrXR2oz2z5urs+XMWclbvYlF1Mek4xbl+gxnNZDOgUG0aPhAi6J0TQo21Exesopx2v38+gGTftO3/ZBcqfMWaxFxDe+Q2Gdr2l3u5PRERERMpkr4e0T4PT7tUAwcAWwAwE2xZEJVcaKbtfOBvVHuzOQ7tm5bYL5QFt5YeTVV5upRTaioiIiBwlDmXka115fAHyS70VU0HZfMX2vbX2mQ24OgBQ5Pbxv9WZFfs4bBa6xYfTIyGiytQlLpwQm4Wc0hy2FmxlW+FvLMjewj83bWNrwVa2F26vUpOx36Bh07Rwade7G2Q0sYiIiEirY5qQvS4Y0q79BLJ/q7TRAEwCWLAQCLZGGP1wsOdtfQr4a37oWPlywF+/1zsKKbQVERGRBtdYH+dvKo1xf3UZ+frAp2uJDXdQ5PYFQ9gSL/mlvhpD2fKp1Fu3H4gr+sxGL8NdFtoCjDsumXMHJNMjIYL2bUIp8O5lW8E2thb8xuaCrXz3ezCY3VawjRJf7f3ObIaNCFsse71Z1bbdnvICE4aeUqc6RURERKQGpgm71+wbUZuzft82iw26jQr2lf39f/hPuZfPC1M4OzIN6/ePB/vR1veo11H31b6tlY+wLafQVkRERBpUY32cv7LGDInr+/4CAZP8Ui97ij3kFnvYU+RmT7GHFdsOPvI1u9DNRa/9elj3Eem0ER1qr5h8/gCLd2yu1mfWFrUSb8GxWOx5GNZSwtvF8VV2Nm9u2sbWwq0UegprvYbFsJAcnkznqM50iuoUnEd2oktUF5Iiklift54/f/7nsg5qZsX8xO7xh3VPIiIiIq2aaULGin1Bbe7mfdusDuh+KqScC73PgNQ3KtoVBE68A+bOJTDiLqxWq9oVNBGFtiIiItJgGuLj/HW5ZmOFxHW5v9NTEilwBUPYPUUecovd5BQFA9ncYg85Re5Krz3klXjwB2oaT1tVbSNfY8PtJLcJrRLARlV6XWW900ZoSAAsbkp8RRR5iij0FlLkKaDAXchvvz5Rcd6KPrPWYsK7vF6x/vOqnQ0ASAxPpHNUZzpHVgpnozrRMaIjdqu91nuKdcYS54wjMTyR8T3HM3vDbDKLM4l1xh706yEiIiIiBH9o27kM0v4bDGr3btu3zRoCPUcHg9peZ1R9OFjldgVe7771alfQZBTaioiISIPY/+P8+48MNYCpc9IYnZJYb6Ng6zskDgRMSr1+ij0+Sj1+it1+Sjw+Sjx+ilxe7vvvmlrvD+CmmcuC5zl4BltNpNNGfEQIseEOYsMd+AMBFmxcX8PI1xX4irthWNyAwV9OTSE5tohCTyGFnkKKvMHXmZ4iivYWUZgVXFce0PoCvjrVU95ntnxumpDg7MCITkMrRst2iupEx8iOOG2H+CCKMonhiXx1wVfYLXYMw+DCXhfiDXhxWB2HdT4RERGRo9qCacFesjWNcF34ZFnQeh8EArBj8b4RtQU79u1nC4VepweD2p6nQ0hkzddSu4JmR6GtiIiINIjU9Nwqo133HxlqAhn5LoZP+4aoUDsOqwW7zUKI1YLDFpzsVgOHzYqjfJ3VqNjmsFqx2wwcVgshNgs2q8HjX/x+wBD17o9WsWZXAS6PnxKvnxK3j2KPPxjIlgezHh8lbj8lHn+d+73WdH9QNayNdNqIC3cQVxbEBl87aBNmI9zpJSTEhdVeitXqImCUUOzbQ4GngHx3PgWeAva69hJhfF9xvvKRrxZbCWEdZ1Ssf23doX2fAAwMIuwRRDiCU6Q9MvjaHsH2vEJW7/2h2jG3p7zUIH1mKwe0hmEosBUREZHWy1JLa4KFTwbXD7wc5v4VfvsMCjP2bbeHB1sepJwLPU4DR3jj1i31QqGtiIiI1KtAwGT59r28+eNmDFtezT1R8wcDJqYvnKzCGLIK3fVeR00haqHLx4vfbjzkcxkGhNmthIXYCHNYCXPYcHn9bNm7o+z+zEr3txy/OxHDcIERYMwxSXRrZ6HYW0i+J78ihN3uzqdgTwGFmbX3gD1YTZWZJrRxtKV7TMdg8OqIJMJefV7TtjB7GBbDUuN10vak8efPf1CfWREREZHGVh7Ulge3J0+GObfAilnBYHb5vn+4xxEJvc+EY86D7n8Ee2ijlyv1S6GtiIiIHDGX18/Pm3KYn7ab+WlZ5BQFQ9jIvrX0RO36QsX69s4U2jjDsVlCsBlOrIYDGyFYCMGCA4sZgoEDTAcEgnMzYMcMOPD7bQT8DgJ+OzvzfPyWteMgIbGTYV060aOdA7vNh83uxWJ1Y7X6MA03hsWDabgxDQ9+04UPN76AC0/ARYmvhFJfacXcVVJERNtKIxrKWGylhCbNrlhemBOcDibcHk60I5rokGiiHFFEhUQRHRJNtCM6+Lps2w+b05m97flqxzfUyFf1mRUREREpU9d2BUciEICSnODI2cJMiEiALiOCwW15eAvgLQZnNPQeGxxR230U2EKO7NrSrCi0FRERkcOSV+zh23VZzE/bzfcbsinxlLUSMLxEttlKcvst7PKEg604uHq/nqjldrrS2OniyEVDRPS+xdpC4jXAmtx6uN5BmCZYvO05q/dA2jj3ha9RjrIwtiycjQ6JJtIRid1S+wO6KkuOSGP2tucbbeSr+syKiIiIlDlYu4JR99d+rGlCSe6+MHb/eVFm2Xw3HOyZAwOvgJTzoOspYNPPZC2VQlsRERGps217SvgqLZP5abtZsjUPf1nTVsOWT3zSJmLiN5EbWIsn4GJXALCBGbBgWALVzlW6azw3nzKIlPahuPwuSr2luPz7RrS6fC5KfaXVXte0zqz26LHaQ2IAq2ElzBZGqC2UMHtwHmoLJdQeum+9Lazqsn3f+vLXy7cU88iXPxHa8V/V72/LLbx0wTmH9OCzumiKka/qMysiIiJC9XYFI/8K3z0B3z0GQ6+HDscHWxcUZu4XzJaFsn5PHS9kBEfYRiZCZFLw+IwVYLEFA902naDnaQ1xh9KMKLQVERFppfwBk9T0XLIKXSREOhnaNRarpWrCaZomq3bkl7U92M3vu8v7rwawhG4nuV069sh15Pq24AYyywYFJIQmMKLDCEZ2GMm6nT5eXj8Z0zQwDLNifu+pp9bLx/lN08QT8FDqLeWLtK08MPcLQjvOrLZf6bareOKcczinX9eKUaNH6ri24DN9PPfbv6rd331n9an3wBY08lVERESkQkO1KzBN8BRBURYUZ5fNs6AoOziP71W9XUHq68HpYMLig0FsZLt9oez+8/AEsNr23Uf5KN6Rf923DDXft7QYCm1FRERaoXlrMpg6J42M/H19CZKinUw5J4VRfRL4dXMu89My+Toti8yCsn0spTiiN5DQbjMeexqlgQIKAXxgYNCvbT9GdhjJKR1OoXdM74pQtG9cJv/ZFkeELZ7j2pzOyr1fUeTL4exjetXLvRiGQYg1hBBrCJcMakOxL5/nfptZPSQeM5Q/DehdL9es7OxjejEjveHuryYa+SoiIiLCobUrME1w7d0XvBZlQXFOpdf7hbO+0kOrxdmm5gC28jyi3aG1M9g/sK18nwpuWzyFtiIiIq3MvDUZ3DhjGSZgce4gJGEu7qyzyMjvwMQZy3DaLLh8AcDE4sgiPOF32sRtoogNBAiQDxCASHskJ7U/iVM6nMJJ7U+q9eP5+48MNc3rGnRkaGOHqI19fyIiIiJSpnKAWbQbOg2Hle/Bxq8hsT/sWAyvjQwGssXZh9CeoIw9DMLbBlsVhCdARNvgPGMlbPgSLHYIeOGUv8IfD9DP9nAF/FUD23LlywF//V9Tmg2FtiIiIq2IP2AydU5aRQdYe/QybOGbCUQvw+3qAIYXb8hmohPXExK1nlIzG4CCsv27R3fnlA6nMKLDCAYkDKjzw7Mac2RoU4SoGvkqIiIi0oh8nmCP160/wY4lYA2BxW8Gp3KZq4LT/kKiKgWxNQSy4W33vQ6JqH78wieDge3+7Qqs9vof9Xqg1g4aYdviKbQVEZEjUpe+qNL0PL4Aq3fm89HS7WQWZ2BxFgMGtqiVANijl2IJ2YU1dAeGxUcAKDXBYXEwJGkIp7Q/hVM6nEKHyA5Neh91pRBVREREpAXxFAdHzW79ZV9QW1v7AsMCQ67bF7xWCWXbgj308OtQuwJpRAptRaTVUchYfw7UF7UhHsAkdVfs9rFsWx6L03NJ3ZLLiu17cXkDAET2faJiP7NsyK1hdWML31Kx/vjYM7lqwFkMTRxKmD2sMUsXERERkdauNA+2/Qpbfw5OGSsg4Ku6T2gsdD4xOO3ZCEveBqsj2AIhPB5Oubv+61K7AmlECm1FpFVpDSFjY4XStfVFzczvwI0zlvHK5YNazNe0sRzJ925PkZvFW/JYvCWXxVtyWburAH/ABAJYQjKxRmwlKnIb1tCtVP5x19jv9KZpwbXrAq4/+SaGd4yrt3sTERERkVZgwbTgw8FqGm268Mmy0LOGj/wXZMC2n8tG0v4MWWlQ0dCrTFT7fSFtpxOhbe/gD7MLnwwGtvu3KwC1K5CjmkJbEWk1KoeMlWXmu1pMyNjQobRpmhS4fGQVuLj/v2tq7YtqAFPnpDE6JbFeA+PGHiXtD5gsSs9laY5BXHouw3skNNj1DuV7Z5omO/JKSU0PBrSpW3LZnF0c3Gh4sIZuwxq7lcio7RCyFT/Bj46ZEAxsTQt+dxxWZ3a1Okq3TCIhpDtDu9b8UDEREREROcocbpB6OCzWmgPTym0FTBPy0stG0Za1O8hLr36uuJ7QeTh0Pin4gLE2naqPOFC7AmnBFNqKSKuw/8OXKjOhwULG8ms39sjXyg4WSru8fvYUe9hT5GZPkYecInfV5Uqv9xS78fqDVzBsedX6otqiVuLNHwyYZBaHc9kbvzKwcwxd4sLoFBtOl/gw2kU6sRzG/Tf2KOmq17Pyrw1LGux6B/vevXTpILolhJe1Ogi2PMgsCH4dDFsB1tAthLTbSnjUdny2HZgE2yCUfzgr3B5O//j+DGw3kIEJA9mdlcDk/35NWNcXME0DwzAr5gBTzklRyxARERGRlqIuQWp9qSkw/e4J+O4x6DkGsn6DZ/pAUeZ+BxqQ2K/SSNrhwV60B6N2BdKCKbQVkVYhNT23SthX+eP8AVcHTCAj38VXaZmcXo/BbWMFjfuH0vvfH8BdH65iwe9Z5BZ7gyFssYc9RR6K3L7aT1zOcGPYijAcRdhshdgdxdgS/luxeV9f1GLCu75Qsf7Xdf/g1/TcKqcKsVnoFBtG57gwOseF0zkujE6xYXSJC6d9TCh2q6Xa5Rt7lHRjtn6oy/du0qzyew9gCcnCGrqF0OStOCO347PkVJzLWzZPDE9kYNuBDEgYwKB2g+jZpidWi3XfRZOg1D+Mx1a8i98TjXfvEOxtFmNz5PPouGFH/YhzERERkUPSmCNRm+J6NQWpNY1Q3Z9pBvvDekvAW7rfVLbOt9+y1xWcdxgSPP93j+37ZWHDl/vObbFD+0H7Wh10HAqhbQ793tSuQFowhbYi0uK5fX5+2FD1Y+D7f5y/3I0zlmEYEBfuID4ipGxy0DYyZN9yZAhtI0KIj3QQFx5Sa8B7pEGjaZoUuX3sLfGSV+Ihr8TL3hIPecWVXpdt25FXWiUYrun+itw+/rN4x74LGB4MWxGW0ELs9mIiwkoJDS3B7ijGYisiYCnAQz6lgXy8Adf+5VVR/iml/T+tFNnnAZxGG6yBeLzuaIqLo/B7YthcFMPGvBjM39pQ+a8iq8WgfZvQskA3jM6x4XSMCeXvn66pNdQ8nFHSgYCJNxDA6zfx+gJ4/QE8/gA+v4nL6+fvn9Te+gHg3o9Xk1/qxTTBGzDxlR3rDQTnPn8Ab8DEHzDxlm3zlV2vfJvPH8AfMMkudNf+vXMnYA3dgTV0C7bwrTjCtuM3Sir29QEWw0KvmF4MaDuAgQnBkbRJEQcPXS8e1J9z+y1g+dZCsovctI24lYGdIwm1h9TpaygiIiLSYBo71GzMkaj1dT3TrBSWloCnpFJwuv+6sp8fOw0vC1KngRmA+F6w7Rd4+4z9QtdK56nxs4qHoDywtYdDxyH7Wh10OB7soUd2bpEWTqGtiLRIu/aW8t3v2Sz4PYufNuZQ4vFj2PIwbMWAiS1qOQC26OX4intg+p2Y3jbgi8U0IafIQ06RByg84HUMA2LDKoe6wbA3LsLBqws3H3D05D0fr2ZTdjEFpfuFsmXzvSVefIG6/5Bk2HIx7HsxrC5s0cH7s0cvBcOPYSkBi5u4SLDaCynx5+MOlFQ53lM2ARAomypxWp3EhcYFJ2c8P6xzUerxYo9ZXK0WvzsWq70ILB5c5l4w9oIT7E6wV60aB23AG4urNBqvuw27vDHs3BnDj1tigt8TrFWO2D9ELR8lPfa5HwgNseL1B/D6zCpBbPlrrz8YnPoP8nU9WOuHfG8493zsrXSECfjBCAS/3kbZa/ZbNvyAH6P8teEHAtij88FaCkYg+D0D7DG/Yo/5paJlAcErEGoL3dfqoO1A+rftT4Qj4oD3U5tQewgn9lBIKyIiIs1MY4eoBxqJOvJeOPEWcBVAwFd18nuDAXLAW2ld+fbydf6y/SodF5UMvc4Mnn97KnQ5CTZ8DVt/hORBkLsZ/nNFDQFsKXiLKwWqh8ks+0E/Z31wqgvDCvawYNBqDy177ay+zla2LmNl8MFihhVMf/BrWJ9Bu0groNBWRFoEnz/Asm17WfB7FgvWZbEus3LYGiA2Jgdv4vRqx1mspYR1/FfFctvQtkQ5YgizRhFiRGElEvxh+H3huN1hlJY6KSgOYW+RnbxCGwHTEmwzUHzggLem0Zr5pV6e+vL3Wo4wgyNh7cU4Q0qJCPMQ6nQREuLCbi/BYisBSzF+owiPWUSRdy8lgb3VzmJY3ThiFlUsF8C+z9ADDouD+ND4SmFsXMVyfGh8leUwWxhGpaG08xIymPTRHOwxi6v1RXXvuowX/3Q2w3qGsqtoFzuLdlZM5cu7inbh8rvwkAf2PCx2qB4fGhj+Nnjd4Zj+CExfJPaoVRVf04CnTTAMNW1sdDkx3OVhqb8srPaDNbjOKAtJbfix7RekGoYfiyWAxQhgGj6M0M37vhO1tH4wzBAwApgEg9f6ZhhVz/nnrjdz/jEn0zumNzaL/voWERGRRtScPs5/yt0wZALk76g6KrTKx/Qrr3fVsG7/j/qXHecID16j/LoACx8PTg1l4/zgVG7XsuB0KGzOstA0PDh3hJWFqWWBqqNs/e402JG6L0jtdSYcc171wLUihK0UxlrtBy2jwsIng4FteeuF8u9dbX+GRKRG+q1PRI5aOUVuFpaNpv1+fTYFrvLerAGszl10Ss4gPHor2b51lPiK6nTO7NJsskuza9/BBkQHp0jDQqQ9igh7G0ItUdiNSKxmBKY/nOy9drbllmCaFvCHYotaETw8ajl+d1sMqwvw0yHGSZsIL6alCJ9RhMcspNRfQLGvAG+gYtwrrrIJCA7qrDzIsw5M08BWOphpZ1xM29B9QWyEPaJKEHsozjg2iUc9tfdFPbNfMgAxzhiOiT+mhppMcl25VULdXUW72Fm8k52FwdeegAfTmoctLK/a8YbVhTNx7mHVfiD7fzVqa/1gGu4DnsdiWLAZNmyW/ab91xk2fsvaTcC6p9o1AEzTgnPvpdx3xfV6OJiIiIjs05hB6uGOfPX7wFMUnNzl84JKr4vAU1j7clh89RD1+6eCU1Oy2Mome/BrY7EFQ82K9eXL1kr72cBqq7psscK6z4MjXw0LDL95X8BaHro6KoWvtYWyFuvBa174JCx9t3qQ2n5Q/QapNfXKrSmEF5GDUmgrIk3OHzBJTc8lq9BFQqSToV1jawynAgGT1Tvz+XZdFt/9nsWqnflloyD9WJwZRCduITZuB4Wsxx0oIQfIKUs6I+wRDGo3iIA7lh+zP6l27pt6P8t5xx5DrjuXPFceea48cl257HXvrXid58pjr3svua5cCjwFBMwA+Z695Hv2Vr8pBzgTq6+22EoJTfq0YjkHyDlA9uewOIhxxtAmpA1tnG2ICQm+Ll9Xeb5ii4f7P/uRsK6vVDtP6ZabeemCczija/0+YOpI+qIahlExwrdf237VtgfMALmuXLYX7OAvH7+KN+znKq0CypkmWHyJnNSlJ/ayINRusdc43/+1zbBht9qrvLZgY8qnv7HXk4Uz8fNq1yvdcSlxjs68f91JhNjs1QJYu8WO1WLFYlR/oFpt5q0JjloOqzSSt+J6Wybx9AXnKLAVERFp7pqyD+uJd1S91qG0EAgEaniY1H7Lsd2g99jgebf+HHxo1KYFwVGbbfvCjsXw9pnVA1hfaf3d7/6sjmBgaavh4/oVI09r+Ni+3Vn7cSvfhyVvBQNXvxdOuh1Ovr16SHuYgx6qWfgk/PZZ8F78HgiJbJhAszGD1IC/5oeblS8H/PVzHZFWQKGtiDSpeWsymDonrcqDmJKinUw5J4Uzjk0iv8TL9xuCo2kX/p5d1obAj8W5C1vMZmJit+FzpOM1SwgAOWWfKI+wRzC43WCGJA7h+HbH0zs2+JHytD1p/Pj5JxgYmJgV85E9k0mKSKrTA5wAvAEv+e78YLDr2lst7M1z7WX+xhUEbLtrGT0JVm8n/nTsCcQ4Y4JhbHkoWymcDbWF1nkkbJ9YKPLt5bnfqNau4L6z+hzwoWdHoqH6oloMC/Gh8cSHxjPtlCkHCDVvCQbS9Xh/ltHHMemjOUD1r6XpjWPquaPo2qb+rnfGsUncV9Kn0b93IiIiUo8aqg9rwF82WrW4bCp7nXQcpJwHCx7Fuu1XepbEYv33q8GPpScPgtx0+OCqGtoB7NcqwH/gTw9Vs3lBcCqX/VtwOhCrAxwREBIBjsiyeW3LERASFXy97nNYMSsYlgbKQtRT7q776NJDsfDJYGC7/0hUR3jjBKnly1D/12vMIPVA/zChEbYih0ShrYg0mXlrMrhxxjJMqj6oKyO/AxNnLKNH2wjS9xTjD/iCIW3YZiLi07GFbcFf1iygFMCESHskg9sN5vjE4zk+8Xj6xPTBWsMPcrHOWOKccSSGJzK+53hmb5hNZnEmsc7YQ6rdbrFXBIq13l/8gUZP1n/QCHD2Mb2YkR5HhC2e49qczsq9X1Hky+HsY3rV63UaW2OHmgdr/dAQIWpL/d6JiIi0GpVHLrqLYMClsOhVWPoOHHshxHSFJe9UD1+rvd5vuQ6jVS2bviGl8orD6YsK+0aoVhmFGlr1gVNpn5Z9nN8Kf7jvAAFsZHByRIDNcei1LHwyGNg2Roja2B/pb+zrKUgVOSoptBWRJuEPmEydk0b5h92rPqgrCYtzJ9sCm3G034w9fGuV/qF+INIRDGmHtBvC8YnH0zumd40h7f4SwxP56oKvsFvsGIbBhb0uxBvw4rAexg+SB9EUoyf3vz/TvK7B7q+xNXaoWd76YcnmPOb/mMrok2/i+G4xdWr9cDha8vdORESkSTREu4JAAIqzoWBn2bQr+ECsgl3B5fydwd6kPz8XnMqt+TA4HQnDui8QdYSXTcHX5oavMMwApmHBGH5zpbA1rGrgWmMgW2m95SDtnRY+CWv/u+/j/Jgw7MYju6/artOYoWZjf6RfLQREpA4U2rYyde0dKlKff1b8AZNde0vZmFXEpuwiNmYVsXxbHpnFGVichRi2AuzRwZEA9jaLsLdJxbD4Ko43gShHVJV2B71ietUppK1J5RDMMIwGDcWaYvRkY95fY2qKUDPUHsKwbnHkrjMZ1i0Ou/0Qnpp7GFrq905ERARo2p6vdWlXEAhASc6+8LVgFxTsqPq6ICP4Mf1D0bZvtZC15uWDvLaF1NxLdeGTGOvn4TdsWE1f4/VFbSkf54fGH4mqka8iUgcKbVuR8t6hu90bKz6G3i6kR0XvUJFyB+szWxuX1096TnGVcHZTdjGbswvwGHuwOPZgceSUTXuI6Pl7tXMYlqo/gJ2VPJG/DD6NnjE9D+nBTs2FRk/WL4WaIiIi9awxg9SG6vlam8ojM80AHH8tfPcYLHkbep4ebD3w8YR9o2ULM8pGjx6MAZGJENUeopIhukNwHtU+OP32Gfzy4r7RqMeOb7ggruxr5z/lXj4vTOHsyDSs+ji/iEiLoNC2lajcOzSk3b6PoWfu7sCNM5bxyuWDFNwKUHuf2cz8fX9WTugaVymUDc43ZheyszATw55TJZg1QnOwd8/FYTm0fw03TQuuXRdy3skX0zs2rmFutpEoaBQREZFmqzGD1JpCvprCQNMMPiTLXVSpt2ulubvyukq9X92F+/WELdtmscF304JTuQ1fBadqDIhoB9FlgWxUWSAb3X5fKBuZCNZaPn2z8MlgYNsYo1Erfe0CJ94Bc+cSGHEXVmst39MjoY/zi4g0OoW2rYA/YDJl7o8YzlwMTGxRKwGwRa3Emz8YA5Mpc0sYnXKBWiW0cgfuM9sBMJn0/ndgz8ESkoNhrzRytu0ewtv5aj23w+KgY2RHOkV1onNUZzpEdOLp/+0hr6SE0E7vVNu/dMskEkK6M7TroT0gTEREROSo1tgtBOoapEIwTPV7wFsKPlcwWPW6gg/KqjI/0LZSaHds8PzfPRY8Z0Q7WPk+LH5zX+ha8RNpA0geVH2EbPnryKTaA9mDaco+rN5KLRsaIkjVyFcRkUan0LYVSE3PpaTdw4SXLZtlP/8Y1mLCy55qXwJ8tmI45w1sj1FTnyRpcg3Rj9jjC7Ajr4Ste0rYuqeYXzbvIbN4J9bw7LI+s0uBYJ9Za/h6LLa9GNbag1mrYaVDRAc6R3emU2QwnC0PaRPDEqv1oI32ZTDpozlA9Qd1AUw5J0X/kCAiIiKtS32OfPV7wVUA7rLJVRAcjeoum7vy971OSAmef8FjgAnhCbDqP7D03UohbSn1GqaW/2JStBvYXcMORtXerlUewlVpHlJ5XeX9I4Pz5TPg15f3tSvofWbDBI0tvQ+riIg0KoW2rUBWoYvSnX/GmfwhhhGo6F1fOZsN+MK478d7eWhhV/rGHsuJHfsztEsCx3VoQ6jj8B72JPXnSPoRl3r8bMstYcueYrbuKWbrnhI278lhS/52clwZYM/FYs/F4gjOI3rmVDuHYfFjDdm3vo09kZS23egc1TkYzJYFtMkRydgsdX9bOePYJB71DOOxFe/i90Tj3TsEe5vF2Bz5PDpumFp2iIiISNNrypGv7kIYeDn88jIsexeOOT84KvXnF8pC1/IQNr9qIFv+2ld6GAWUBanFWcGpNoYFbKFgd+43r2ld5W2hsO0X2PRtsG1BwAf9/wyDr6kettpCwXKEzzRY+GQwsG2MdgUKUUVEpB4ptG0FEiKd+AoGUuJJqBhZW5lpgsVWgiV6JQFWspZPWLPVxqu/JxNwdSLZ2YfBiQM4qUt3BneOpUNMaJ1G4zbEyNCDXW9Rei5Lcwzi0nMZ3iOhwa/XGPdXl37EJ/aIZ2tOCVtzy0LZ7Hw27d3BjsId5Ht3Y1QKZS32PAx7CcSDs5ZrmmbND6Y1TQuujPG8ftHNDO9eP31mLx7Un3P7LWD51kKyi9y0jbiVgZ0jCbWH1Mv5RURERI7I4Y58Nc3gyFTXXijde+hzgJ+fD07l1v43OB0qexiERIEzKhiIVnkdHZzvXAIbv64UpF4Mg68CmzMYtFaZhwVbCBzOJ/QWPhkMbPcPUeN6NGjP10ZpVyAiIlKPFNq2AkO7xpIU7STLHVze/2PopVuvJzbCxlWj4Nddy/k9bw0uCrGGbcMato1sfmReAcxdGoX/x46EBrrRJ+ZYRnQawNAuiRzbPhqnvepo3CMZGXo49r/ejFkZjXq9hro/nz/AA//7AcOZh4FRpR+xr7Avhi2fW+b+hGG4MSpC2VwMez5GiAkhtQezEfZoOkR0oEt0RzpEdqBDRAeSw9tz+8xt5JTsIazry9WOaag+s6H2EE7soZBWREREmqGRfw2GmAsehfwd0OsMWDEL1s2BLidDcQ7Mvr6G4DUv+FH8+tKuXy2ha9ncGV3pddS+1yFRYD3Ir30LnwwGttWC1O71G2o2Zc/XyvTwLBEROQootG0FrBaDKeekcNP7uwn4IjC9bSo+hm7Y92J64/jHmFGccWwSNw8C0zTZXridldkr+XnHMpbtXkFG6WYs9gIs9rX4WMsacw6rt1h4cV0SprtsNG67AYzo2psit4+/zV5zwJGh9Rls1mUkalNeLxAwKXT5KHB5yS8NTgWl+17nlpSQW5pPrquAva5CCj0FFHuKKPYVUuovwpH4RY39iMM6v3XAOm2Gg4TQJDpHdwwGsxEd6BDZgfYR7ekQ2YFwe3iNx009q7P6zIqIiEjzVZ/tCrylUJgZnIoyoXA3FGYEe6xWXl+aF9x/2T+DU7ktPwanAzGswUA1tA0421Sax9SwrtJ86bvwwzP7+rCmjGuYUaGNGaSq56uIiEidKbRtJc44NomXLx7FQ3PiyMz3AgbevUNJjLbzzMX9q4SMhmHQKaoTnaI6cU73cwAo9ZWStieNZZkr+HHHMtblrabEn4c1dCeE7iSLX/giH/63JJyAKxFHu7b43YlVRoZ68wcDJvfPKSIh8nQsZcGfaZoVjzMIhpJmxeuq6yEQCBAgQMAMTl6/j3vnfIcRuhfDMLFFrSi73gp8hX0BuHfOblz+k8Ewguc0g5cwMTAJBpLB8xsEzOAyZfsFTMAIzk3TIBAIMH1BKoazcL+RryvwFXfDsLi57fPlJH0fTom/mFJfEZ5AMVhdGJZSjLJ51eVKT3q1AqFlE+DY7/u4fz9i04SAJ56B7QZwcpdeFcFsh4gOxIXGYTEOvQeY+syKiIhIs1aXdgWe4gOEsRnB5aLM4IO46qo8PAXACPaXrUsAGxJ56G0EFj4ZDGwbow9rYwapClFFRETqzDDN8jis9SooKCA6Opr8/HyioqKaupwGVV99WE3TJLM4k5XZK/lp+zKW7l7OzpKNBPDtt1/wZ9T9e6QGPHEEI9kAGJXnJoYR2G+bCWXrykd7tkQOSxih1gjCbOFE2COJCokk4HOyaFMpGF4cMYurHVOcfgsBV3veu25YvfWYLVfqdVfqMxuiPrPSanm9XubOnctZZ52F3W5v6nJEpAXQ+8oRCASgOBu+mwZL34Eep0HbPrBpAWSthdDYYCsDd0Hdz2lzBh/uFZkEkWXziHYQmRicIsrmqW/Ad4/tC29rCjrrQ00jXw+0XgS9r4hI/dJ7SsOqaw6pkbatjNVi1Eu4ZxgGSRFJJEUkcUbXMwDw+D28/usPvLDkXezRKzCM6iNDy1kce464hubINMH0tiExPJn2UbG0cUYR44wmLiyKNiFRRDoiiXIE55WnCHsEVou12vn8AZOTn/iWLPcmHDGLq7UrMICkaGe995gF9ZkVERGROqqvdgWmGRz5WrAz2Ds2f0el1zuhYAcU7KraJ3bj18GpXGnuvtf2sLqFsc7og4+EXfhkMLBtaSNfRUREpNlSaCv1xmF1MDhxAO6Mi/HmjSC86wvV9inNOB/TncBD446lf4cYrIYVwzCwGlYshgULFiyW4NxqWCteWwwLVosVA6PKMUu27OXqd5ZgCckgvIYHZxWnTyLgas/MCSdwQrdYzGBfhGBbBEzKB5rX9Lr8P6BiW2r6Hq7/9xIsIbtq7ClbsiU48vWRehr5etB+xL4IplygHrMiIiLShOrSrgCC/WMLdtUQyJa/3gmewjpc0AiGrdEdYOdSMAPBvrHnv1o1jD2ctgQ1aeyHZ6mFgIiIiKDQVurZ0K6xJEU7yXIHl/cfGWq6OpAQ0p1LjxtZL0HjiB7hJEX9TpY7q8brGVhIig5jWLe29XK9P/aKIjEinSz33lquV/8jXw+lH7GIiIgIUL8P6zoQvw+GTICS3GCAmbs52LJgxUzY9C3E94J1n8Oi16Akp27nDI2F6PYQ1SE4j+5Q9XVkEljtwfvYsXhfu4K8LdD/oiO/p/1p5KuIiIg0AYW2Uq8ae2RoS79euf9v787DmyrX9Y/fSVrKTKFQZlGrQBEoIAiIFPwBBUHQLXIE2bIVQUSQjSg/QRGEw1DELSIqW0AF8WBVxo2nG0WkLfNGkVFkkkHmoUArhQ7JOn+kSZM2LVPapPH7ua5cadZayfMmJQ/t3Tfv6tKwujo1qOaV9YgBAIAPFFWI6nC9s18Nwz4D9upF+9IEV7Kv3W4XsC/3zNjtX9gvDuf2ue8PLpMdyGYHsBVq5fq6hlSizLWfX+7Zr4W5XAEzXwEAgA8Q2sLrinpmaKDXc/DWesQAAMAHXEPU+1/K2Z47RL0Z1iz3MPXqJany3VK9rvbH/m2NVCVSOrpROvOLVK6GtOMr6T+z7ce6rhF7s0qUlUqG2pc5kCGZzFKbv2cHsrVzgtpSFW99yYKiXq4AAADABwhtUSiKemaoo97GA2f03drNimnbUq3vCi/0esx8BQCgmCrqma8uoaLZapXUQOa1b0tJsVL716T7npMuHMkbvjouV3Jvc7md8UfBtY9ssF8cUk/kPcZksZ+Qq1SoPXx1fl0h1+3cX4dKJcvnLFewZlLOcgXBpaX7Bt7Sy+YRyxUAAIA/AUJbFJqinhlqMZvU8o5KOr/HUMsiCFCZ+QoACHhFGWz66/IB18MwpPTUvEGrp0vlurIkxaqHJJMkBYVICVOkhMm3/pwcs11LVsi5lAqVdnyZc7KuHjPdw1jH1yXK3toMWJYrAAAA8CpCWwB/HkUdCBR1PcAfBfr7LtDreTPY9KdarjXWTLKHrq1fkBJipY3vS02fkqo1krbH5Z3dmmfG6yUpPcUeit4AZzyalZ6zMahU3sDV9banQNaxPaS8ZPHwo33iW/axOWa/phyXmva9wRfrGliuAAAAwOsIbQH4TiCHD76oF8jhUSA/t0CvF+jvu0Cv5yl48xTQ3SrDkB54SbJm2h8784rU6gVp/bv2ELX5s9Kd7aVDSVLmVSnrij3szLwiZV3Nvk63b/e0P+tqzvbMq+7bTBb7LFfXma4/L7BfbpSlRN5gNffl983SvpWyySKzrFLL56W2L9v3BYV45/V0KKrZryxXAAAA4HUBFdru2rVLzzzzjA4cOKABAwborbfekulWT3QQKAhXqOeP9QI1fPBVvUA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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 7))\n",
    "plt.plot(df1['年份'], df1['普通高校招生数'], label='普通高校招生数', marker='o')\n",
    "plt.plot(df1['年份'], df1['研究生招生数'], label='研究生招生数', marker='x')\n",
    "plt.plot(df1['年份'], df1['普通本（专）科招生数'], label='普通本（专）科招生数', marker='*')\n",
    "plt.title('1978年以来高校人数')\n",
    "plt.xlabel('人数(万人)')\n",
    "plt.ylabel('年份(年)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68d3dc8c-f869-4138-8ec8-9a8753ef6c6d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
